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 },
 "nbformat": 4,
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 "cells": [
  {
   "source": [
    "# Nigerian Music scraped from Spotify - an analysis"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Requirement already satisfied: seaborn in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (0.11.1)\n",
      "Requirement already satisfied: pandas>=0.23 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from seaborn) (1.1.2)\n",
      "Requirement already satisfied: scipy>=1.0 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from seaborn) (1.4.1)\n",
      "Requirement already satisfied: matplotlib>=2.2 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from seaborn) (3.1.0)\n",
      "Requirement already satisfied: numpy>=1.15 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from seaborn) (1.19.2)\n",
      "Requirement already satisfied: python-dateutil>=2.7.3 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from pandas>=0.23->seaborn) (2.8.0)\n",
      "Requirement already satisfied: pytz>=2017.2 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from pandas>=0.23->seaborn) (2019.1)\n",
      "Requirement already satisfied: cycler>=0.10 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (0.10.0)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (1.1.0)\n",
      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (2.4.0)\n",
      "Requirement already satisfied: six>=1.5 in /Users/jenlooper/Library/Python/3.7/lib/python/site-packages (from python-dateutil>=2.7.3->pandas>=0.23->seaborn) (1.12.0)\n",
      "Requirement already satisfied: setuptools in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from kiwisolver>=1.0.1->matplotlib>=2.2->seaborn) (45.1.0)\n",
      "\u001b[33mWARNING: You are using pip version 20.2.3; however, version 21.1.1 is available.\n",
      "You should consider upgrading via the '/Library/Frameworks/Python.framework/Versions/3.7/bin/python3.7 -m pip install --upgrade pip' command.\u001b[0m\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                       name                         album  \\\n",
       "0                    Sparky            Mandy & The Jungle   \n",
       "1                shuga rush  EVERYTHING YOU HEARD IS TRUE   \n",
       "2                     LITT!                         LITT!   \n",
       "3  Confident / Feeling Cool               Enjoy Your Life   \n",
       "4                wanted you                         rare.   \n",
       "\n",
       "                artist artist_top_genre  release_date  length  popularity  \\\n",
       "0        Cruel Santino  alternative r&b          2019  144000          48   \n",
       "1  Odunsi (The Engine)          afropop          2020   89488          30   \n",
       "2                 AYLØ        indie r&b          2018  207758          40   \n",
       "3           Lady Donli     nigerian pop          2019  175135          14   \n",
       "4  Odunsi (The Engine)          afropop          2018  152049          25   \n",
       "\n",
       "   danceability  acousticness  energy  instrumentalness  liveness  loudness  \\\n",
       "0         0.666        0.8510   0.420          0.534000    0.1100    -6.699   \n",
       "1         0.710        0.0822   0.683          0.000169    0.1010    -5.640   \n",
       "2         0.836        0.2720   0.564          0.000537    0.1100    -7.127   \n",
       "3         0.894        0.7980   0.611          0.000187    0.0964    -4.961   \n",
       "4         0.702        0.1160   0.833          0.910000    0.3480    -6.044   \n",
       "\n",
       "   speechiness    tempo  time_signature  \n",
       "0       0.0829  133.015               5  \n",
       "1       0.3600  129.993               3  \n",
       "2       0.0424  130.005               4  \n",
       "3       0.1130  111.087               4  \n",
       "4       0.0447  105.115               4  "
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>name</th>\n      <th>album</th>\n      <th>artist</th>\n      <th>artist_top_genre</th>\n      <th>release_date</th>\n      <th>length</th>\n      <th>popularity</th>\n      <th>danceability</th>\n      <th>acousticness</th>\n      <th>energy</th>\n      <th>instrumentalness</th>\n      <th>liveness</th>\n      <th>loudness</th>\n      <th>speechiness</th>\n      <th>tempo</th>\n      <th>time_signature</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Sparky</td>\n      <td>Mandy &amp; The Jungle</td>\n      <td>Cruel Santino</td>\n      <td>alternative r&amp;b</td>\n      <td>2019</td>\n      <td>144000</td>\n      <td>48</td>\n      <td>0.666</td>\n      <td>0.8510</td>\n      <td>0.420</td>\n      <td>0.534000</td>\n      <td>0.1100</td>\n      <td>-6.699</td>\n      <td>0.0829</td>\n      <td>133.015</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>shuga rush</td>\n      <td>EVERYTHING YOU HEARD IS TRUE</td>\n      <td>Odunsi (The Engine)</td>\n      <td>afropop</td>\n      <td>2020</td>\n      <td>89488</td>\n      <td>30</td>\n      <td>0.710</td>\n      <td>0.0822</td>\n      <td>0.683</td>\n      <td>0.000169</td>\n      <td>0.1010</td>\n      <td>-5.640</td>\n      <td>0.3600</td>\n      <td>129.993</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>LITT!</td>\n      <td>LITT!</td>\n      <td>AYLØ</td>\n      <td>indie r&amp;b</td>\n      <td>2018</td>\n      <td>207758</td>\n      <td>40</td>\n      <td>0.836</td>\n      <td>0.2720</td>\n      <td>0.564</td>\n      <td>0.000537</td>\n      <td>0.1100</td>\n      <td>-7.127</td>\n      <td>0.0424</td>\n      <td>130.005</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Confident / Feeling Cool</td>\n      <td>Enjoy Your Life</td>\n      <td>Lady Donli</td>\n      <td>nigerian pop</td>\n      <td>2019</td>\n      <td>175135</td>\n      <td>14</td>\n      <td>0.894</td>\n      <td>0.7980</td>\n      <td>0.611</td>\n      <td>0.000187</td>\n      <td>0.0964</td>\n      <td>-4.961</td>\n      <td>0.1130</td>\n      <td>111.087</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>wanted you</td>\n      <td>rare.</td>\n      <td>Odunsi (The Engine)</td>\n      <td>afropop</td>\n      <td>2018</td>\n      <td>152049</td>\n      <td>25</td>\n      <td>0.702</td>\n      <td>0.1160</td>\n      <td>0.833</td>\n      <td>0.910000</td>\n      <td>0.3480</td>\n      <td>-6.044</td>\n      <td>0.0447</td>\n      <td>105.115</td>\n      <td>4</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 21
    }
   ],
   "source": [
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv(\"../../data/nigerian-songs.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 530 entries, 0 to 529\nData columns (total 16 columns):\n #   Column            Non-Null Count  Dtype  \n---  ------            --------------  -----  \n 0   name              530 non-null    object \n 1   album             530 non-null    object \n 2   artist            530 non-null    object \n 3   artist_top_genre  530 non-null    object \n 4   release_date      530 non-null    int64  \n 5   length            530 non-null    int64  \n 6   popularity        530 non-null    int64  \n 7   danceability      530 non-null    float64\n 8   acousticness      530 non-null    float64\n 9   energy            530 non-null    float64\n 10  instrumentalness  530 non-null    float64\n 11  liveness          530 non-null    float64\n 12  loudness          530 non-null    float64\n 13  speechiness       530 non-null    float64\n 14  tempo             530 non-null    float64\n 15  time_signature    530 non-null    int64  \ndtypes: float64(8), int64(4), object(4)\nmemory usage: 66.4+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "name                0\n",
       "album               0\n",
       "artist              0\n",
       "artist_top_genre    0\n",
       "release_date        0\n",
       "length              0\n",
       "popularity          0\n",
       "danceability        0\n",
       "acousticness        0\n",
       "energy              0\n",
       "instrumentalness    0\n",
       "liveness            0\n",
       "loudness            0\n",
       "speechiness         0\n",
       "tempo               0\n",
       "time_signature      0\n",
       "dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 23
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "       release_date         length  popularity  danceability  acousticness  \\\n",
       "count    530.000000     530.000000  530.000000    530.000000    530.000000   \n",
       "mean    2015.390566  222298.169811   17.507547      0.741619      0.265412   \n",
       "std        3.131688   39696.822259   18.992212      0.117522      0.208342   \n",
       "min     1998.000000   89488.000000    0.000000      0.255000      0.000665   \n",
       "25%     2014.000000  199305.000000    0.000000      0.681000      0.089525   \n",
       "50%     2016.000000  218509.000000   13.000000      0.761000      0.220500   \n",
       "75%     2017.000000  242098.500000   31.000000      0.829500      0.403000   \n",
       "max     2020.000000  511738.000000   73.000000      0.966000      0.954000   \n",
       "\n",
       "           energy  instrumentalness    liveness    loudness  speechiness  \\\n",
       "count  530.000000        530.000000  530.000000  530.000000   530.000000   \n",
       "mean     0.760623          0.016305    0.147308   -4.953011     0.130748   \n",
       "std      0.148533          0.090321    0.123588    2.464186     0.092939   \n",
       "min      0.111000          0.000000    0.028300  -19.362000     0.027800   \n",
       "25%      0.669000          0.000000    0.075650   -6.298750     0.059100   \n",
       "50%      0.784500          0.000004    0.103500   -4.558500     0.097950   \n",
       "75%      0.875750          0.000234    0.164000   -3.331000     0.177000   \n",
       "max      0.995000          0.910000    0.811000    0.582000     0.514000   \n",
       "\n",
       "            tempo  time_signature  \n",
       "count  530.000000      530.000000  \n",
       "mean   116.487864        3.986792  \n",
       "std     23.518601        0.333701  \n",
       "min     61.695000        3.000000  \n",
       "25%    102.961250        4.000000  \n",
       "50%    112.714500        4.000000  \n",
       "75%    125.039250        4.000000  \n",
       "max    206.007000        5.000000  "
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>release_date</th>\n      <th>length</th>\n      <th>popularity</th>\n      <th>danceability</th>\n      <th>acousticness</th>\n      <th>energy</th>\n      <th>instrumentalness</th>\n      <th>liveness</th>\n      <th>loudness</th>\n      <th>speechiness</th>\n      <th>tempo</th>\n      <th>time_signature</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>530.000000</td>\n      <td>530.000000</td>\n      <td>530.000000</td>\n      <td>530.000000</td>\n      <td>530.000000</td>\n      <td>530.000000</td>\n      <td>530.000000</td>\n      <td>530.000000</td>\n      <td>530.000000</td>\n      <td>530.000000</td>\n      <td>530.000000</td>\n      <td>530.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>2015.390566</td>\n      <td>222298.169811</td>\n      <td>17.507547</td>\n      <td>0.741619</td>\n      <td>0.265412</td>\n      <td>0.760623</td>\n      <td>0.016305</td>\n      <td>0.147308</td>\n      <td>-4.953011</td>\n      <td>0.130748</td>\n      <td>116.487864</td>\n      <td>3.986792</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>3.131688</td>\n      <td>39696.822259</td>\n      <td>18.992212</td>\n      <td>0.117522</td>\n      <td>0.208342</td>\n      <td>0.148533</td>\n      <td>0.090321</td>\n      <td>0.123588</td>\n      <td>2.464186</td>\n      <td>0.092939</td>\n      <td>23.518601</td>\n      <td>0.333701</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>1998.000000</td>\n      <td>89488.000000</td>\n      <td>0.000000</td>\n      <td>0.255000</td>\n      <td>0.000665</td>\n      <td>0.111000</td>\n      <td>0.000000</td>\n      <td>0.028300</td>\n      <td>-19.362000</td>\n      <td>0.027800</td>\n      <td>61.695000</td>\n      <td>3.000000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>2014.000000</td>\n      <td>199305.000000</td>\n      <td>0.000000</td>\n      <td>0.681000</td>\n      <td>0.089525</td>\n      <td>0.669000</td>\n      <td>0.000000</td>\n      <td>0.075650</td>\n      <td>-6.298750</td>\n      <td>0.059100</td>\n      <td>102.961250</td>\n      <td>4.000000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>2016.000000</td>\n      <td>218509.000000</td>\n      <td>13.000000</td>\n      <td>0.761000</td>\n      <td>0.220500</td>\n      <td>0.784500</td>\n      <td>0.000004</td>\n      <td>0.103500</td>\n      <td>-4.558500</td>\n      <td>0.097950</td>\n      <td>112.714500</td>\n      <td>4.000000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>2017.000000</td>\n      <td>242098.500000</td>\n      <td>31.000000</td>\n      <td>0.829500</td>\n      <td>0.403000</td>\n      <td>0.875750</td>\n      <td>0.000234</td>\n      <td>0.164000</td>\n      <td>-3.331000</td>\n      <td>0.177000</td>\n      <td>125.039250</td>\n      <td>4.000000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>2020.000000</td>\n      <td>511738.000000</td>\n      <td>73.000000</td>\n      <td>0.966000</td>\n      <td>0.954000</td>\n      <td>0.995000</td>\n      <td>0.910000</td>\n      <td>0.811000</td>\n      <td>0.582000</td>\n      <td>0.514000</td>\n      <td>206.007000</td>\n      <td>5.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 24
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Top genres')"
      ]
     },
     "metadata": {},
     "execution_count": 25
    },
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "top = df['artist_top_genre'].value_counts()\n",
    "plt.figure(figsize=(10,7))\n",
    "sns.barplot(x=top[:5].index,y=top[:5].values)\n",
    "plt.xticks(rotation=45)\n",
    "plt.title('Top genres',color = 'blue')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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     },
     "metadata": {}
    }
   ],
   "source": [
    "corrmat = df.corr()\n",
    "f, ax = plt.subplots(figsize=(12, 9))\n",
    "sns.heatmap(corrmat, vmax=.8, square=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/cbook/__init__.py:1402: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n  x[:, None]\n/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/axes/_base.py:276: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n  x = x[:, np.newaxis]\n/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/axes/_base.py:278: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n  y = y[:, np.newaxis]\n/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/cbook/__init__.py:1402: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n  x[:, None]\n/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/axes/_base.py:276: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n  x = x[:, np.newaxis]\n/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/axes/_base.py:278: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n  y = y[:, np.newaxis]\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
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zZs064/v3338/AHv37j3tMd988w0ff/xxm8YlCILQ2Yi2rguUDpo+fToTJ0486bUTdw2CIAiXCtHWdYGEpFarUavFro2CIFzaRFsnpn0LgiAInUSH95AeeOABnnzySdLT0zv60oLQ5VmtVsrKyjCbza4ORTgHnp6eREdH4+bm5upQuoQOSUjr169v+XjevHmnvP/WW291RBiC0OWVlZWhUqmIj49HJpO5OhzhDCRJor6+nrKyMhISElwdTpcghuwEoQsxm80EBQWJZNQFyGQygoKCRG/2PIiEJAhdjEhGXYf4Xp0fkZAEQRCETkEkJEG4zGVmZvLKK68AkJWVxZNPPnnOx7fFcYJwgkhIgnCZy8/Pp7q6GoD09HRmz559zse3xXGCcEKnXxgrCMKFcTgcvPnmmxw8eBCDwYAkSfz973/nhx9+oLGxkdLSUnr37s22bdvQ6XS88MILTJgwgTfeeINVq1axZ88e3nrrLRwOBwAPPfQQGRkZzJ49u+X4f/zjH61eu7Ky8pTj/ve//zF//nzkcjnBwcG8/PLLJCQkMGPGDGQyGQUFBTQ0NDB8+HBeeumlM06VttvtvPPOO6xfvx6VSkVGRgYFBQXMnz8fnU7HrFmzyMvLw2q1MnToUJ577jmUSiXp6ek8+OCDbN26lZqaGqZNm8bdd9/NkiVLWLRoESaTCV9fX+bPn88PP/zAggULcDgc+Pv78/LLL5OUlNQu3yvhOKkLKi0tlbp16yaVlpa6OhRB6FA5OTnnfOy+ffukJ554QrLb7ZIkSdLcuXOlhx56SHr++eel6dOntxy3ePFi6cEHH5QkSZJ27NghXX/99ZIkSdK0adOkVatWSZIkSbm5udLMmTNPOf5M/njctm3bpKuuukqqr69veW/cuHGSw+GQnn/+eWnChAmSXq+XLBaLNGXKFGn+/PlnPPeCBQukKVOmSGazWbJYLNK9994rTZ06VZIkSZoxY4b0n//8R5IkSbLZbNIzzzwjff7555IkSVK3bt1azp2VlSX16tVLMpvN0uLFi6WBAwdKOp1OkiRJ2rlzp3TnnXdKRqNRkiRJ2rx5szRu3Lizfs2tOZ/v2Z9dbm2d6CEJwiWqb9+++Pn58f3331NaWsrOnTvx8fHB39+f/v37n/Xzx40bx+uvv8769esZNmwYTz/99AXHsnnzZsaPH09gYCAAkyZNYtasWS37pE2cOBEfHx8Abr75ZtatW8fUqVNPe76NGzdy8803t2wD/pe//IX58+cDsGHDBrKysli0aBHAKdOux44dC0DPnj1pbm7GaDQCkJqaiq+vb8s5iouLmTx5csvnNTU10djYeMbdCYSLIxKSIFyiNmzYwKxZs7jnnnsYO3YsiYmJrFixAgBvb++zfv7kyZMZPXo0W7duZfPmzXz88cctn3++JElq9bUT+/woFIqTXpfLz/x4W6k8uen64/EOh4OPPvqoZXhNq9WeNP36RBI78dqJ2P74f+JwOLj55pt59tlnW/5dU1ODn5/fWb5S4WKISQ2CcInaunUro0eP5s477yQ9PZ21a9dit9tPOU6hULS6AdzkyZPJzc1l0qRJvPHGG2i1Wpqamk57/JnOO2LECH788UcaGhoAWLx4Mf7+/sTFxQHw008/0dzcjMViYenSpYwePfqM5x41ahQrVqygubkZm83G0qVLW94bMWIEX3/9NZIk0dzczCOPPMK333571nj/aPjw4axevZqamhoAFixYwPTp08/rHML5EwlJEC5RkydPZvfu3dx444385S9/ISYmhrKyspZJCif07duXwsJCHnvssZNef+aZZ5g9ezYTJkxg2rRpPP7440RHR5/2+D/743HDhw/n7rvvZvr06Vx//fUsW7aMuXPntvRsPD09ufPOO7nxxhsZMGAAt9xyyxnPPWnSJDIyMpgwYQKTJ0/Gzc0NLy8vAF588UWMRiM33ngjN954I926dWvZe+1cjRw5kgceeIB7772XG2+8kVWrVvHxxx+Lha7tTCa11pfu5MrKyhg7duxls4uiIJyQm5tLWlqaq8NoUzNmzCAlJYX77rvvnD9ny5Yt1NfXc/PNNwPw97//HQ8Pj5Yhts7kYr5nl1tbJ54hCYJwQQoLC3nqqadafS8hIYEPP/zwos5/5513YjAYWn3vX//6F19++SVffvkldrud7t27M3PmzIu6nuB6IiEJgnBBEhMTWb58+UWf53TV/v/73/+e8fO++uqri752V2F3SOiMzai83V0dSrsSz5AEQRA6uY37ynj0nfVnP7CLEwlJEAShk9MaLDTqLK4Oo92JhCQIgtDJyY/P7nM4utwctPMiEpIgCEInJ1ccT0hdb1L0eREJSRAEoZNTHF+vZRc9JEEQhPMze/Zsxo4d2yYz4ebMmcOcOXPaIKozKysrY8yYMef1OWPGjKGsrIwlS5YwY8aMdors9yE7u91xliO7NjHtWxCENrd8+XK++OILEhISXB3KJUEhP56QLvEekkhIgtBFrd9TwppdJe1y7qsHxTJmQOwZj7HZbMycOZOjR49SV1dHQkICH3/8MW+++SbV1dU89thjvP/++9xzzz307NmTuro6Fi1axJdffsmKFStQKBQMHz6cZ5999qTiqgBffPEFCxcuJCAgALVaTUZGBgDffvsty5cvx2QyIZPJ+PDDD0lKSmLMmDHcdNNNbNmyBZPJxNtvv02vXr3Izc3llVdewWw24+fnx3vvvUd4eDiff/45P/30E3a7nREjRrRUeDCbzTz11FMcPXoUtVrNJ598QkBAwGmv21EUihM9pEs7IYkhO0EQLsj+/ftxc3Pjf//7H2vWrMFisbBx40Zef/11QkND+fzzz0lLS0Oj0fDggw+yfPlytm3bxvr161myZAlLly6luLiY77///qTzZmVlsXjxYpYuXcpXX31FVVUVAHq9nrVr1zJ//nxWrVrFVVddddLiWX9/fxYtWsTkyZOZO3cu4KzH9+ijj7Jy5UrGjx/PN998w6ZNm8jOzmbRokUsW7aM6urqlirmDQ0N3HPPPaxatYrg4GB+/PHHs163I7QM2TnEkJ0gCJ3QmAFn78W0p4EDB+Lv7893331HYWEhRUVFLXsL/Vnv3r0B2LFjB9dffz2enp4A3HLLLSxbtowpU6a0HLtr1y5GjRrVsj/Sddddh8PhwNfXl/fff5/Vq1dTVFTE5s2bT6oRN3LkSABSUlL49ddfaWhooLa2tqVy+J133gnA22+/TWZmJpMmTQKcvaLIyEj69+9PaGhoS28sOTkZjUZz1ut2hJYhu0u8hyQSkiAIF2TdunXMnj2badOmMWnSJDQaTav7HgEtCejPlcaBU7aykMlkJx2nVCppbm6msrKSu+66i6lTp3LFFVcQHBxMbm5uy3F/3ufoz1ugWywWampqsNvtTJ8+nXvuuQdw7pekUCjQaDQn7bMkk8mQJOms1+0Ibm7OIU2L9dTtQy4lYshOEIQLsn37dsaNG8ctt9xCcHAwu3fvbnW/pT8aMmQIq1evxmw2Y7PZWLx4MUOGDDnpmKFDh7JhwwZ0Oh0Wi4U1a9YAzqG8uLg47r77bnr37s2mTZvOeD2VSkV4eDhbt24FnBMtPvroI4YMGcLy5csxGAzYbDYee+wxfvnll9Oe53yv2x68PJwJyWQ5+z5UXVm795D0ej2TJ0/ms88+O6V8em5uLi+99BJ6vZ4BAwbw2muvnbITpCAIndNtt93GM888w88//4y7uzt9+vRp2ZL8dEaPHk1ubi633HILNpuNkSNHnrJVeVpaGtOnT+fWW29FrVYTGRkJODfNW7BgAePHj8fd3Z2MjAyOHj16xuu9++67zJw5k3feeYeAgADeeecdQkNDOXz4MLfffjt2u52RI0cyceJEysvLWz3HhVy3rXm6O9tFk/nSTkhI7ejAgQPSDTfcIPXs2VMqLS095f3rr79e2r9/vyRJkvTCCy9I33333Tmdt7S0VOrWrVur5xSES1lOTo6rQxDO08V8z060dVt3H5JueHqZtC2zog0j63zadchu4cKFvPrqq4SGhp7yXnl5OWazmT59+gDOHSB//vnn9gxHEAShS/L0ON5DslhdHEn7atfxsVmzZp32vZqaGkJCQlr+HRISQnV19SnHabVatFrtSa+dmAYqCIJwqThTW+fj5ZygoTOKhNQupFZm47S2X/0333zDxx9/3BEhCUKXIElSq78rQufTWjt3Omdq67w9lLgp5dQ3mdsqtE7JZQkpLCyMurq6ln/X1ta2OrQ3ffp0Jk6ceNJrVVVVJ61bEITLhaenJ/X19QQFBYmk1MlJkkR9fX3LlPezOVNbJ5PJCPLzpL7J1B6hdhouS0hRUVF4eHiwd+9e+vfvz7Jly7jiiitOOU6tVqNWq10QoSB0PtHR0ZSVlVFbW+vqUIRz4Onpecrs4tM5W1sX5Oclekht7YEHHuDJJ58kPT2d9957j5deegmDwUCPHj2YNm1aR4cjCF2Km5ubKFh6mQoN8CIzv+7sB3ZhHZKQ1q//fS/4efPmtXzcvXt3Fi1a1BEhCIIgdGlx4Wp+21uG3tiMr7e7q8NpF6JSgyAIQhcQF+Ecziuu0rk4kvYjEpIgCEIXEBfuTEhFldqzHNl1iYR0CbHZHRhMVpr0Fpr0FoxmK45LfEMvQbhcBPt7ovZxJ69E4+pQ2o0oHNfFWG12CsqbKCxvoqRKR2WdgeoGIw1ac6uFF2Uy8PVyI0DtSWiAN+FB3kSHqoiPUJMQqcbb062VqwiC0NnIZDJ6JQWRVVB3ya5FEwmpC6iqN7Aju5LdOdXkFjVgtTlL83t7KokM9iE+Qk2/7qGofdzxdFeiVMiQJLDaHJgsNrQGCw1aMzUNJg4V1mGyOCsVy2TOYYBeiUFkpISQnhyMr1fXTVCSJNGos1CtMVKrMdGgNdOkt6A1NGOy2Gi22lu2gFYq5LgrFXh7KVH7uBOo9iTE34vwIB/Cg7xxUyrOcjVB6HgZScFsy6ykqt5IRLCPq8NpcyIhdVJ6YzO/7S1j/Z4S8suaAIgLVzF+WAI9EgJJjvEnxN/rvO+SJEmivsnMsYomjpY2klvUwJrdJazaegy5XEZqbACDe4YzND2CyBDf9vjS2oTRbKWgrImC8kaOVWgprtJSXqPH3HzytgAKuQyVtztenkrclXKUSjmSBHa7A4vVjsFkQ29q5o8L6uVyGVEhPiRF+ZMS60+vxGDiI9TI5ZfeHanQtfRPC4OlWew8VMmEUcmuDqfNiYTUyVTVG1i6IZ/1e0oxN9tJjvbj3ht7MjQ9gvCgi78jkslkBPt7EezvxcAe4YCzJ3W4uIEDebXsyanm69U5fL06h/gINUPTIxieEUlsuMplQwSSJFFWoye3qIHDRQ0cKdFQWq1rSSKBag9iw9VcPTiOiCAfwoK8CfH3IsjPC5W321njttsdNOot1DSYqGowUFajp7hSS2Z+HRv2ObdTUHm706dbCP1SQxnYIww/X4/2/rIF4RThQT4kRvqxLVMkJKEd1TeZ+O8vR1i7uwS5TMaoflHcOCKRpGj/dr+2m1JOelIw6UnB3DUujRqNkW2ZlezIruT7NUdY8OsRokN9GdE7imEZEcRHqNs1OdkdEiVVWnIK68kqrCe7oI4mfTMAKm83usUGMCIjkpTYAJKj/fFXXVxyUCjkBPk5E1haQuBJ79VojBwqrOdAXi37j9Sw+UA5chmkJwczsk8UQ9MjUftcmmtChM5pWEYE3/58mOoGI2GB3q4Op03JpPOp/tdJlJWVMXbsWNatW3fOZTk6K6vNzpIN+fyw7ih2u4NxwxK4ZXQyQX5erg4NAI3OzPasSjYfKOdQYT2SBCEBXgzqEc6AtDB6Jgbh5XFx9zVmi42jpY3kFNWTe8zZCzIc34gs2N+L9KQgeiYG0yMhkOhQX5f21ArKmtieXcmWA+VU1BlQyGUMSAtjzIAYBvYIx00pJq4Kbae1tq5GY+SBWWu4dWw37hqX5uII25boIbnQkeIGPvrfAUqrdQzLiOCeG3q2ybBcWwpQeTJ+WALjhyXQqLOw81AVu3OqWLu7hNVbj6GQy0iIVJMSE0B8pJqoYF9CAr3w9/XA012JXC5DkiQszXa0xubjkyuMlNcaKK3WUVTZRHmNniCoBeoAACAASURBVBOz02PCfBnRJ4qeiUH0SAgiNOD8n5O1F5lMRnKMP8kx/ky9rjsF5U1s3FfGxn1l7DxUhcrbnVF9oxg7MJakaL9OE7dwaQkN8KZf9zDW7CzmjmtSUSounZsgkZBcwO6Q+GFdHgt+PUKQnyev3j+EAWlhrg7rrPxVHlw7JI5rh8TRbLVzqLCerII6jhRr2LS/jJ+2nzrtXC6XnXYtVFigN3HhaoZnRJEaF0C32IAuM/wlk8lIjvYnOdqfu6/vwf68WtbtLuGXncWs2nqM+Ag1o/tHM7JPNCEBnaO3K1w6rh+ewGtf7GDD3jKuGhTr6nDajEhIHaxJb+H97/ayP6+WK/tF8/CkjJbNt7oSdzcFfVND6Zvq3DJEkiTqGs1U1OmpbzLRqHNOtXZIEjIZeLorUXm7E6D2aFkP5el+afz4KRRyBqSFMSAtDL2xmc0Hylm3u5SvVuXw1aoc0uIDGdEnkqG9IkVyEtpE/+6hJEb68cO6PEYPiEFxicwAvTRahC6ipErLG//eSX2Tmcdv68M1g2MveFhHkiRqNSZKqnVU1xto0FnQG5ux2hxIknOigrenEn+VJyEBXkSF+BIV4ttuzzhkMhkhAV6XfYPr6+3OuGEJjBuWQEWdns37y9lysIJ5y7KZtyyb+Ag1fVND6Z0STI+Ei3/+JlyeZDIZt1/djbe+2c2m/WWM7h/j6pDahPht6CA5x+p5/cuduCnl/OPR4aTGBZ79k/6kqt7ArpwqMo/Wcbi4oWXmGTiHxnw8lbi7KZABVrsDg8mGze5oOUapkBEfoSY1LpD05GB6JwdfslWDO4PIYF/+cnUqf7k6ldJqHbtzqth7uIaVmwtYuiEfuVxG4vHnbwlRfiREqIkNV4nqGcI5GdorgqRoP/7zYy5D0yMuiRGHrv8VdAH7j9Tw9692EeLvyWsPDjuvqZpGs5WN+8tZu6uYvJJGAMKDvBmQFkZqbACx4Woig33w8/U4ZeGmJEkYTFaqG4yU1+opLHcuhl13fEKCXC6jZ0IQwzMiGNY7kgDVue1sKZy/mDAVMWEqJo1OwWyxkVPUQPZJz9+KWo4N9vciNkxFdJgv0aEqokJ8iA5VEaDyEBMlhBZyuYwHbk5nxidbWLqhgDuuSXV1SBdNJKR2djCvlr//eyeRIb688dCwc14z06S3sHRDPj9uK8JksREXruKeG3owJD2CyOBzq6Agk8nw9XbH19udpGh/rujrnDZqszs4WtLInsPVbM+q5LOlWXy+LIveKSFcNSiWoekRXbp0jiRJmCw2jGYbzTY7DoeEXCbD3U2Bt6cSLw+lSxt2Tw8l/VJD6feH52/VDUaKK7UUV+kordZRWqPj0I56LH+oPOHjqSQ2XE1ilB/J0X6kxrl2Grzgej0TgxjeO5JF648yqm9Up66uci7EOqR2lFei4cVPtxIW6M2sR4af0+p+i9XO0g35LPntKOZmOyN6R3HTyERS4wLareEprtSy6UA5v+0tpVZjQuXtztiBMVw3NJ6oTvoDbrM7KK3WUVyppaxGT0WdgZoGI3VNJpr0Fmz20/9YKxWylmKzkcE+xIarjjfy/p1quMzhkKhrMlFeo6esRk9pjY6iCi1FldqWQroqb3d6JQXRt1sIA9LCL/tneJeac2nr6ptMPPbOeuIj/XjzkeFdusSVSEjtpLLOwDOzN+HloeTdJ0YSoD77cNjBvFo+XnSAqnojQ9MjuGtcGjFhqg6I1snhkDhwtJZfdxSzI7sSu0Oib7cQxg9PYGBaGAoXrneo0RjJPeYsG3SkuIHCcm3L8zG5XEZogBfhgT4E+XsSoPJE5e2O9/FnaifWQjUfr13XUmxW42zsG/UW53lkkBDlR+9kZ4mgHolBnXKhq8MhUV6r53BRAznHGsjMr6VGYwIgLT6QK/tHc0WfKPF88BJwrm3dmp3FzF54gIcmpnPDiMQOjLBtiYTUDgwmK8/O2USjzsK7T15x1l6GxWrn3yuy+XFbEVEhPjx6a28ykkPO65p2uwOjxYbN5kAul+Hhrrioh5warZlfdxbz0/Yi6pvMBPl5cvWgOK4eFEtoB5QrqdEYycqvIzO/juyCupYG18NdQUqMc/1PUrQ/CRFqIi9y9mCT3kJ+WSOHizRkF9ZxuEiDze7A21PJgLQwRvSOon/3UNzdOucw5olaf9uzKtm0v4ziKh3uSjmjB8Qw8crkTtvLFc7uXNs6SZKY+cUOsvPreO+vV5AQ6deBUbYdkZDamCRJzPpqF3tyq3njoWGkJwef8fiqegNvfr2LYxVaJoxKYuq4NDzO0vBV1Rs4eLSOI8UNlFTpqGownDTj7gQPdwUh/s4p3wmRfnSPDyAtPvC8hqXsdge7cqr5eXsR+/NqAEhPCuaKvtEMTY9ok4WskiRRo3FujZFdUE9mfh3VDUYA1D7OIakTlRsSItTt3lMzWWxkHq1lV041O7Ir0Rqa8fFUMiwjkjEDYuiZGNRpn9tIkkRBeRM/by/itz2l2OwOrugbzdRxaZdc3bPLwfm0dRqdmb++vwFvTzc+eGpUl1xSIBJSG1vyWz5frTrEAzf34qYrks547KHCemZ9tQtJkvh/U/qfsVpDTYORdXtK2XygnNJqHeAsNJoQ6UdEsA9Bak+8vdxwU8pxOJwP9Rv1Fmo1JkqrdVTUOsvzKOQyeiQEMahnOCN6RxLsf+7PHKobjKzfXcJv+8qorDMgl8tIiw+kd0oIPRICSYryO+swkSRJNGjNlFTpnLP+yho5UtRAXZMZcG4m2CspiPRkZ7HXuHDXbvtgtzs4eLSOjfvL2JZZgbnZTkSQD2MHxjB6QAyhAZ23kdfozCzfWMDKzYU4JLhldDK3jk25JKYHXy7Ot63LzK/lpc+2MbJPFM9M6d9pb5xORySkNpRXouG5OZsZ3CucGdMGnvGHYXtWJe9+u4fQAG9euW/waWfH5JVo+GFdHjsPVQHQIyGIYekR9E0NPa8ZViaLjbxiDQeO1rI7p4riKh0ymbO3c92QeIakR5zzsNeJu/BtmRXsza3hWGVTy1YQASpnJQY/Xw883RXIZDKsdjsGkxWNzkJNg/GkPYtCA71JjQ2gR0IgPRODXJ6AzsRssbEtq4K1u0rJKqhDJoM+KSGMHRjL4F7hnbahr2s08c3qHDbsKyMy2Ien7uxH9wtYByd0vAtp6xauzWP+T7lMG5/GbWO7tXOEbUskpDZittj46z83YLU7mP30lWfsKWzeX857/91LSrQ/r9w/pNVhr4paPV+vzmF7ViW+Xm6MH57AtUPi2uyOvKJWz8Z9ZazdU0pNg5EAlQfjhzuLqJ7vMJze2ExeSSOFFU1U1OqpbXTOdLM025Fw7s7q46kkQO1JsL8XEUHOmW0JkX5dpnbdn1XVG1i3u5R1e0qo1Zjw8lAwpFcEV/SNpndKSKecDHEwr5bZC/dT12RmyrXduXVMSqdN/oLThbR1kiTx3nd72XygnL/dPYghvSLaOcq2IxJSG5m3LIsVmwuZ9ciwM05I2JZZwdvz95AWH8ir9w85ZZzXZnewaP1RFq7NQ6mQc8voZG4cmXhOz30kSUKSnFuTn2vPye6Q2H+khlVbCtl7uAYPdwXXDYln4pVJnWYLjM7M4ZDILqxj475ytmZWYDBZ8fFU0j8tjIFpYfTpFnrR+zW1JaPZyic/HGTTgXIG9gjj/93Zv0vWUrxcXGhbZ7HaeeGTLZRU65j18LALqgzjCiIhtYG8Eg3PzN7EuKHxPHJL79Mel5lfy6uf7yAp2o83Hhp2SjKqqjfw7rd7yCtpZGSfKO6/uReBrUwXN1tsHDpWT25RA8fKtVTW66lvMmM8voeQs4yQGyH+XkSG+JAQ6UdqbADdEwLPOGGiuFLL4t+OsnF/OQq5jGuHxHHrmBSRmM6R1WZnf14t2zIr2JNb3TLRJD5CTa+kIFLjAukW4094kI9LeyaSJPHj1mPMW55NZIgvM+8f0iEzJ4XzdzFtnUZn5vk5W9Cbmnn78ZEduoTkQomEdJHsDon/99FGNFoz/3pu7GnvNkurdTw7exOBfl68/fgIVH8a0tuTW8173+0F4PHbejOid9TJ17E72J1bzdpdJew/UkPz8endUSG+RIf6EuzvhbenEoVcjtVmR2e0UtfonNBwYsaau1JORkoII3pHMiwj8rSzcKrqDfyw7ijrdpcgl8u4bmg8t45JaTU5uorDIVGjMVJSraOqzkBto4mGJjNaYzMmsw2rzYFDklAqZHi4K/H1ciNQ7Sw0GxnsS2y4isgQ33arkuxwSOSXNXIgr5as/Dpyixtaqi54eSiJP163LiZMRUyoiqjj38OOrNqcmV/Lm1/twsNdwesPDiMuQt1h1xbOzcW2dVX1Bp6bsxmFXMbbj4/s9Dce7ZqQVq5cyaefforVauXuu+9mypQpJ72/ceNG3nvvPQC6devG66+/jo/P2Teo60wJ6cdtx/h0cSbPTR3AyL5RrR6jN1l5+sONmMw23v/rFaf8UKzaUsi8ZVnER/jxwt0DT9qkz2qz8/P2YpZtzKdGYyJQ7eFcF5MWRo/4QDzPYWqn3tjM4WIN+4/UsD27klqNCU93BaP6RXPDiETiT9MQVdUbWLg2j3V7Slt6TLeMTjmvmXltpb7JRG5RA4eLNBwt1XCsogmT5ffJEe5uCoLUnqh9nAti3ZQKZDLnDYO52YbO0EyD1oLO+Pv0+BNrmnokBNE7JZi0+PZbCGu3Oyiu0pFf1khheRNFlVpKqnQnxaNUyIkI9iEqxIeYMBVx4WriI9VEh6raLVEVV2p55fNtWG0OXn9wGMkx/u1yHeHCtEVbd6yiiRf+tRVfLzfefHR4p54Z2m4Jqbq6mjvuuIMlS5bg7u7O5MmT+ec//0lycjIAWq2Wa6+9lvnz55OcnMy8efOorq7mpZdeOuu5O0tC0pusPPSPtcSGq3jzkeGtPrf547qkNx8dTo+EoJPeW/DrERb8eoTBPcN5Zkr/lgQjSRI7siv5YsUhahqM9EgIZMKoJAb1CEehkGOx2skr0XCsvInKOgMNuuNDdpKzcVb7uBMa6E1suIqUGP+WH0JJksgtamDtrhI27iuj2eZgYI8wJl+dSrfYgFa/zso6Az+sy2P9nlJkMriyXwwTRiW16x11k95C5tE6DuY7exgVdQbA2ctLivYnKdqP+Ag/YsNURIb4oPZxP6fnZkazlYo6A8WVWudi2GINheVNOBwSXh7OPZ6G9IpgUI/wdn+2IkkSWkMzpdU6ymv1VNQaKK91lgmqqjdgP76xoYe7guRof3oknJhi37aJs6rewIufbsVgtvH3h0RS6kzaqq3LK9HwytxtqHzcefOREZ22xFS7JaSlS5eye/du3nzzTQA++eQTJEni8ccfByAzM5PXXnuNxYsXA5Cfn8/999/Phg0bznruzpKQvl51iCUb8vng/0aRFN36L/GKTQXMW57d6rqkb3/O5X9r8hg7MIYnbu/bchfcpLfw8Q8H2JFdRVy4ivtu6kXf1FDMzTa2ZVawaX85mfl1WG3O0jnenkqC/Dzx9nRDhvOBZpPeQoPW0nKtExXCR/SOokdCIDKZDK2hmR+3HWPFpgJ0RiuDe4Yz/foepx1rrmkwsmRDPmt2ldBstdMrKYhrBse1Sel7k8VGzrF6Mo/WceBoLYXlTS1fW8/EINKTgumZGERilF+bb9lsNFvJyq9jd241u3OqaNBaUCrk9EsNZVS/KAb17Pgp3Vabo6VCe35ZI7lFDX9InEoGpoUxqn80/VND22ShcHWDkb99uhWjycqbjw7vsiv9LzVt2dbllWh4ee421D7uvPHQsJNGYjqLdktIc+fOxWg08tRTTwHwww8/kJmZyRtvvAE4e0jjxo3jyy+/pHv37syZM4e5c+eSnZ190nm0Wi1arfak16qqqpgyZYpLE5JGa+b+N9cyLD2C/zelf6vHlFbr+Os/N9C3Wygv3TvopDv4ZRvz+XLFIa4eFMvjt/Vpech9qLCet/+zG53Ryl3junPTFUkYTFaWbSzgp23HMJhthAZ6M7RXBBkpwaRE++PpoUSjNWO02JDhfEbhr/JAoZBTUqUlt6iBg3l1HMhzPnuKCPJh3LB4rhkch4+XG0azlZWbC1n8Wz4Wq53rhydw5zWpp526rjU0s+Z4WaHqBiMe7oqW6tU9EgKJDlWd8aG93e6gst5AYXkTeSWNHC5qIL+sEbtDQqmQ0z0+gD4pIfROCSElxr9Da+g5HBJ5pRq2HKhgy8Fy6pvMeHkoGJoeyZX9oslICXHZ7pxGs5Xsgnp25VSxLbMSnbGZQLUn44fFM354winPJc9XVb2BGZ9swW6XePvxEV2+cnRX0xFtXV6JhpnztqNUyHntwaGd7saj3RLSZ599hslkOikhZWVl8frrr7ccs2XLFj766CMcDge33347b731Fvv37z/pPHPmzOHjjz9u9RquTEifL8ti9dZjfPr8mFa3g7A7JJ6bs4nKOiOfPDf6pL2GtmZW8NY3uxmWEcFzdw1saeB+3VnMvxYdJCzQmxnTBxIdqmL5pgIWrs3D3GxjWEYkNwxPwM/Xg9051WQV1FFY3nhST+iP/FUeJEb60T0+kH6pIUSHqth5qIpfdhSRc6wBH08lN45MYuKVSXh7utGkt/Ddz4f5ZUcRKh937r2xJ6P7x5x2KMzhkDhUWM+Wg+XsyqmmrtFZb87dTUFksA8BKg+8Pd1QyGVY7Q50xmbqm8zUakwthVHdlXKSY/xbekFpCYGdZoHpia9vw74yth4sx2C2OZ/h9YliVN9oUmL8XbYS3mZ3sPt4Sad9R2rw8lAycVQSE69MPqfniqdTWq1jxidb8HRX8M4TI8UMyw7UUW1dSZWWVz/fjsli4+X7htAzMejsn9RB2nXIbs+ePcyaNQs4dcjObrdz7NixlmdKhw4d4oUXXmDFihUnnacz9pA0WjP3z1rDqH7RPPmXvq0ec6IH9OzU/i37EAEUljfx7JzNJEaqmfXIcNzdFEiSxPdr8vjvL4fplxrKc3cNoEZj5J//3UdRpZZBPcKZcl13CssbWb31GPllzuGs6FBfUmL8iQlTEeTnnGUnSc7hrwatmfIaPflljRRXaZEkCAnwYnT/GK4dHIfW2MzCtXlsz6pE5e3O1HHduXZIPAq5jMLyJv61+CBHijVkJAfz2K29z3q3LEknKlBrKK7SUllnQKMzY7LYsNsl3JRyfL3dCVB5EBboTUyYc8uHmDBVmw/BtYdmq53dOdX8treUvYdrsNkdhAV6M6J3JEN6RdAtNsBlU7mPVTSx4NcjbM+qJNjfi4cnpjP4IhZD5pc28rdPtxAS4M1bj506I1RoHx3Z1tVojLwydzu1GiPPTxvIoJ7hbXbui9HukxoWLVqEl5cXkydP5o033iAjIwMAh8PBlVdeyQ8//EBoaCjPPPMMKSkpPPzww2c9t6ufIX2zOofFvx3lsxljW+0d1TeZePitdfRKCuaV+wa33EUbTFae+mAjzTY7H/zfKALUnkiSxHc/H+Z/a/MYMyCGJ27vw9pdJXy+LAtfLzcevSUDvcnKd78coa7RRGy4imsGxzE849zr0DXpLew9XMOm/WXsP+IskDqyTzR/uboblmY7X606RGZ+HUnRfjx+Wx+So/1xOCR+2VHEN6tzaLY5mHx1KpNGJ3eJ5NHe9MZmdmRXsvlABQeP1mJ3SPj7etA3NYS+qaH0TglxyRT5Q4X1fLYkk6JKLWMGxPDQxPQL3t/p4NFaZs7bQUqMP288POysBX+F9tGebV2T3sLML3ZQWN7Ew5MyGDc0vk3PfyHafdr33LlzsVqt3HrrrTzwwAM88MADPPnkk6Snp7Nhwwbef/99mpubGTp0KC+++CJubmf/BXJlQjKardz7xq/06RbKjOkDWz3m/f/uZevBCv713JiWB4eSJPHet3vZklnBP/4w227x+qN8vTqHawbH8fCkDP69MptVW47RLzWUyVd3498rD3G4WEO3WH+mXJdG324hFzVMVKMxsnJzIT9vL6LZaueaIfFMvS6VzPx65i3LosnQzK1jUph8dSpuSjkNWjOfL81ia2YF8RFqnri9z2ln412O9CYre3Kr2ZNTzb4jNS3TuCOCfUiLDyQ1LoCUGH/iwtUdsn2F1eZg4do8Fq49QkSwDy/eM/iCF0RuOVjOO/P3MKhHOC9MH+jS/bAuV+3d1hnNVt6Zv4e9h2u4aWQi997Uy2XPSEEsjD1vKzYXMG9ZNu//9YpWG+ajpRqe/nATt41NYdr4Hi2vb9hXxvvf7WXquO785apUADbtL+Pdb/cyonckT93Rjw8W7GPLwQomjEoiJkzF3KVZeLjJuf/mXic9yzmx/82BvFqOlmqoqDVQrzVjabajVMjw8XIjNNCbhAg13eMDSU8KPmUKc5Pewv/W5rF66zF8PJXcf3MvBqaF8eXKQ6zbXUpipB/PTO3f0pjtyK7k08WZNOrMjB+WwF3j0zrV7qqSJKEzWjGYrFiszm3LFXIZnh5KVN5uHbJtucMhUVjeRGZ+HTnHK2loDc4EJZfLiA71JS789wWxsWEqIoJ92qXXmVVQxzv/2YPVZmfG9IH06RZ6QedZtaWQuUuzuHZIHI/d2rvLVY/u6jqirbPbHfx71SFWbCpkQFoYz07t77LfbZGQzoMkSTzy9np8vd1478krWj3m5bnbKCxvYt7frmr5pjbqLDz6znoiQ3x4+7ERKBRy8ssaeX7OZlJiA5j5wBA+/H4/Ww9WMP36NOqbzKzacozeKcE8dUe/lgfLRrOVX3eW8OvO4pYtKALVHsSGqQn088TTXYHd4VzbUl3vrGJgsztQKuT07x7KNUPiGNA97KRnHcWVWj5ZdJDcogYG9wznidv7cLiogdkLD9BstfPILb0ZMyAGcA45fvtTLqu3HcPf14O7b+jJlf2iO/TZiSRJVNQZyCtxrh8qqdZRWWugttF4xm3LPdwVhAV6ExXiTArJ0X6kxgW2a505SZKobjBSUNZEQXkjRZVaiqt01ByvnAHO7dQjQ3yJj1CTGOncRj0ltm22Uq/RGHnjy52U1eh4ZuoAhmdEXtB55v+Uy8K1eUy+OpUp13W/6LiEc9eRbd1P24v4bEkmMaG+vHzfEJfsnyUS0nk4eNS518j/Te7L2IGxp7yfXVDHC//ayn039WLCqN/XHH2wYB+b9pfx0dNXEhuuxmCy8td/bsDukPjnX69gwZoj/LStiOnXp5Ff1sTWgxXcfEUS99zQA4VCjtXmYOXmQn5Yl4feZCU1NoDRA2IYkBZ2xh8aq83O4SINu3Kq2LS/jAathagQX+64JpWRfaJaEondIbFycwHfrM5F7ePOjGkDCQ304t1v93KosJ5xQ+N5YEIv3JTOIaejpRo+W5JJXkkjKTH+3HNDz7NuRHgxquoNHMir5eDRWrIL6lu2HHdTylvK7oQGeBGg9kTl7YaHuxK5TIbd4cBssaE1WKnXmqiuN1JWo6eyzrk3FDgnhvROcW5Znp4c3CGbmpktNkprdJRW6ymt1lFcpaWoUkvt8V1xZTJIiPAjIyWYAWlh9EoMuuDhMr2xmde+2EFeiYZn7xpwSkmqcyFJEnMWHmDNrpIuv0V2V9PRbd2BvBre+s8elAoZL949mLSEji3KKhLSeXhn/h72H6nh61evbfUh78ufbaOoSssXL17d8v7hogaenbOZW8ekMP165xDee9/uZfPBct5+bAR5JRrmLc9m4qgkqhqMbM+q5N4bezLxSufsw7wSDR8s2EdZjZ7+3UO589ruF/QMx2Z3sC2zgoVr8yiu0pEaG8Cjt/YmMer3dQiF5U289c1uajRGHpqYzjWD45j/Uy6Lf8snJcafv909qGUihcMh8dveUub/lEt9k5n0pGBuHZNC39SLe8YFzkSaU9jA7txq9uRWUV7rrNIQ5OdJRrJzgWz3uECiQ30vqKE2N9soLG8i51gD2QV1ZBfWHx/ulJOREszQXhEM7hV+0lT9jqAzNnO01Lku61BhPTnHGrDZHai83bmibxTXDom7oHUjJouNmfO2c6RYw9/uGcSgHuc/o8pud/CPb3azK6eKZ6acPHNUaD+uaOvKanS8/uVOajUmnvxLH0b3j+mQ64JISOdMb7IybebPXDs4jocmZZzyfn5ZI099sJHp1/fg1jEpgPPO8tk5m6nVGPlsxlV4eSjZnlXBm1/v5s5ru5ORHMyLn26lf/dQ/FWe/LqzuKWigyRJrNxcyJcrDxGo8uCx2/qccUfZc3UikXy9OgedoZnJ16Ry29huLQ8y9SYr73+3lz251dw4MpH7burFrkNVfLBgHx5uCp6fNoBeSb/3hixWOz9vL2LJb/k0aM1EBvswZmAMw9Ijz3kDQbtDorhSS2Z+3fFeUB3mZjtuSjnpycH0Tw097w0Jz8cfE+DOQ5VU1RuRyX7fDHHYecxobEsmi40DeTVsOVDB9uxKrDYHvVOCmXx16knfg3NhNFt58bNtlFQ5tyPoHn/+d74Wq51XP9/O4aIGXr5vMP27X/zPo3Bmrrr51hqaeeub3WQV1HHrmBTuGpfWIUPzIiGdozU7i5m98ADvPTmy1b1F3v9uLzsPVfHVy9e0TCDYkV3JrK928cTtfbhmcBxGs5VH3l6Pn6+zdMf/fbARN4Wca4bE8c3qnJaJEHaHxNwlmfy0vYjBPcP5vzv64dvGddW0hmbmLs1k0/5yeqcE8+zUAfj5Op+n2B0SX608xPJNBQw9XomipsHIrK92UVVv4KFWpohabQ42Hyjn153FHCqsByDY34vUuADiwlQEHl8nBWBpdpY2qm5wPucqLG/CZHFunRER7EOfbiEMSAsjIyn4ohZ5XghJkiiq1LI9q5LtWZUUVTrXhaTGBTAsPYIhvSJcUsFAZ2zm1x3FrNhcQIPWwuCe4TwwIf28xvkbdRae+3gzRrOV9/866oKeERhMVv726VbKa/W88eCwDh/Sudy4jrXriQAAIABJREFUcgKX1eZg7tJMftlRzOCe4Tx9Z792n+wgEtI5evHTrdQ1mvhsxthT7tI1OjP3vvEr44Yl8OCEdMDZsP3fBxsxWWx8+twYFAo5/155iGUb83n3iZH8uK2IDfvKePSWDP61OJOBaWH87e5BSMCH3+9jw94ybhmdzLTxPVq9Mymt1rHzUBU5x+opq9bToDNjtTnw8nDWtYuPUJOeFMygnuFnXBOzZmcxny7JJFDtyav3DzlpivCKTQV8sSKbnolBvHzvYBwSvPetc4rodUPjeXBCeqtFPusaTezKqSIzv46Cskaq6o2nHAOg8nYnOtSXxCg/uscF0DMxuNMVfSyv1bP1YAXbsiooOL4gOSbMl0E9whnYI5zUuIAOXZtlsdpZcbx6hwQ8cHM61wyOPeeeY1mNjmdmbybE34t3nxh5QQm/UWfh+Y8302Ro5q3HRpy2Wrxw8Vy95lKSJFZtOcYXy7P+P3vnHR5Vmfbhe1qSSe+9N9IDIaH3pqIgqNgVe1m77lrWZVfXT13buvbKKoqyoiAdpdeETnrvvfdkkqnfH5MZCJmEmWSiqLmvi+uCzJwzZ8jM+5z3Kb8f/p72rLpr8qhaWIwFJCNo6ejhjhd/ZsWCcG69PHLA4z/sK2DN9mw+fHqefkE/mV3LP1cf57EbJrBgkj+1TV08+No+5iT4MjvBh1WfpLB8TghH02sQAO8+NQeppZiPN6azI7m0X3u4Do1Gw/GsWjbsKyC3rAXQFuWDvB1wcbBCIhYi61FS3yKjsLKV5vYehAJIjPTk2nmh/ZTGzye/vIWXVh9Hpdbw4n1TCPM7V6M6eKaSf687Q6ivAy/epzUV/HpHNhv2FxIZ6MyzK5MuOgSqUKr1qg0AlhIRDraWv0gDgTmpb+7mWFYNxzNrySpuQtUndBob4kp8mCuxoa4EeNr/IqmNhhYZ73x3hrSCRuYk+PLI9eONnnM6k1vPC5+nMGu8L0/dkjCsNGhdczdPv3cYjUbD64/MvCSFOn8P/NoBSceZvHpe/+okYrGQv94xadC1ZKSMBSQj+PlYGe9/n8q7T80ZUFTWaDTc/6+9ONtb8a+HZuh//vxHR6lu6OSz5xciFgm1M0apVXz07Dxe+OwYSqWG2FAX9pwo57WHZxIR6MzmQ0V8vjmTa+aEcueS6H6vU1HXwYcb0sgsasLD2ZqrZgQxc7zPoFpjGo2G8roODp6p5OdjZbR3yZkc7ck9V8cYXDxqGrv42yfJdHbLeen+af0aJ45l1vDaVycJ8nbgn/dNxdbagsNnq3hn/VlsrMT85dZEk2sav3W6ZArSCho4k1dPekEjNU3axgsbqYRxAU5E+DsR5q8ditWlQs2NWq3h+335rN2ZS2SgM3+/Z4rRqd3v9uSxdmcuD6+I57IpgcN6/bLadp59/wh2Nha8/vDMS8qq/ffCpRKQQLu7fmn1cepbunnouvEsmDSw03ikiF544YUXzH7WUaa9vZ2vvvqKlStXYm8/+umC73bn0atQsXJx1IC7ydzSFn48UMjNiyL0HWtlte18sS2bFQvCiQlxpbapi/fXp3LljGA6uxXsPVnBdfPD2LC/kKWzQlg0JYCckmbe+OY0k6M9eXjF+H6vs+9UOS/99wSd3XLuWRrD4zdOICrIZch8rkAgwNHWkvgwN66cFoTUUsy+UxX8lFKKi4PVgMBqZ23B1FgvjqRWs+t4GZOiPPQLqa+7Vndu6+ESzuY3MDPeh1A/RyZFe3Iso4Yth4oQCYVEBDoj/IMMTlpIRPh52DEp2pMlM4NZkORPiK8DVhZiKuo6OJpezYEzlWw8UMjeUxXklDZT39yNoq9rTtdCPxIEAgExwa74e9qx7UgxZ/PqmTnex6idUlSgC7mlzfyUUsq0OO9hBU1HW0tigl3YdrSE1IIGZk/wHTWDwz8qv/RaNxT2NpbMnehLQXkrmw8V9X3+XMzaaDQWkC6CQqnigx/SmB7nbVCA8MeDhZRUt/HYjRP0i8x3u/Iorm7nqZsTsLIQ89WOHEqq23nylgT+s+4sgV52VNR1olZreO6OJJQqDX/7JBkbKwkv3jsVSwvteXQ6d59vySI62IWX7p9GXJibySkhsVhIdLALcyb6klvWwpbDxXR0yZkwzr1fALGRSpgU7cm+UxUcPFPJzPE++qDn46at9Ww9VExGYSMzx/vg5ihlfpIftU3dbD1STEZRI3GhA1Uh/gjYSCUEeTswOdqTxdODuHpWCAnj3PH31KZwCypaOZpWzb5TFWzYX0Byeg0VdR2oVGpcHKQjWsj9Pe0J8XFg65FiskqamZ3gg0g49PkEAgHjw93Ydbyc9MIGFkzyH1aq0dVRSpC3PVsOFlFc3a6db/uD3JT8ElxKAQm0N2KzJvjQ0CJjy+Fimtt7mBjhbrY09VhAugiZhU3sOlHOTZeNw+eC7iq1WsMH36cSHeyiH5RVKFW8ve4sk6I8mZfkT2e3nLf/d5Y5Cb70KlQcTq3isikB7D9dyb3LYokIdObL7Vmczatn1d2T+73Gmu3ZfL+vgEWTA3j6tkRspCNTXbaRSpib6EePXMmWw8VU1HUwOcarn3aVrbUF8WFu7EguIbWgkbkT/fRFex83W/w97dhyqIjcshZmjPdBailmWpwXHs7W7DlRxo7kEiwlWofTX0rBQeeeeyKrloNnK9l9vJztySVsP1LMzpRS9pwo40hqNadz6ygob6GuuRu1WoO9jcVFF+7hIhFrlSEig1yYEe/D1bNCuHJ6EHFhrni52NApU3Ass5b9pyv58UAReWUtoNHg7Ta82SofN1u8XGzYfKiI5vYeJkV7XvTOVWopxsvVhi2HixEJhcQOM+3q42aLo60lmw8VI+tVkhAxPJmiMQZyqQUk0MpgTYnxRKlSs+VwMSXV7UyN9TLLd+m3VVX+FUgtaEAkFBj8shZWttLY1sNti89J/Z/KqadTptAHqH2nKuiVq1g8PYjXvz5FmJ8DKRm1eLvaMD/Rj9KadrYdLubyqYH9CoU6w7zLpwbyp2vjzLYtFgkF3L00BhcHKau3ZIIA/nJrYr+gFOzjwJ9vmcjLX57gow1pPHbDBP3rT4vz5vE+3b1/rTnJ83dOQiwSMj/Jn9gQVz74IY3PNmey+0Q5K6+MYmKEu9lnh1QqNXnlLZzN06o3FFS06GWDrCxEuDpKcbC1xNHOCqFAgFKlpqtHQW15F8np1frnikVCQn0diAlxJS7Ulahgl1FVtXawtWRihId+fkehVJNd0sTJ7DqSM6p569s6Pt+SyVUzglkyI9jknebsBF8q6jr4bk8+MSGuesmnoZgW582s8T6s35PHjHjvYQuxXjEtiIr6TjYfKiLE1+EXHaYc45dHIBBw++IonO2t+OTHDF758iTPrUwasYDwWEC6CJlFjYT5ORrsCDuRVavvYtORnF6NnbWEuDBtANt9opxQP0da2nuoaezi+vlhrN9bwKPXj0ckEvLltiysrSTcdsW57r3skiY+35LJ5GhPHrjGfMHofJbNDkGt1vDFtixcHDK59+rYfo9PjvHi+gXhfLc7n+ggFxZODtA/NneiHz1yFR/+kMaba0/zl9u0Ac3d2ZoX7p1CSkYN/92axYufa+0Lls8JZUqM54jqJt09ClLzGzieVcuJrFo6ZQqEAgjxdeTqWSFEBDoT6uuIi4PVkP9fKrWGhpZuiqrayC9rIae0mR8PFPLDvgIsJCISxrkxLc6bSVGeo556lIiFxPc54961JJqMwkY2HSrim59y2XKomLuXRjMvcXCDREPcdFkEmcVNfLwxjdgQ49ro71kWw+m8ej7akM7LD04b9uft7iXRlFS38f73aQT7OBDgeWnc0Y8xelw1IxixSMgHP6Txypcn+Osdk0YUlMYC0hAolCoKK9tYMtOwdtfZ/HrC/Z2wt7Hoe76aE9m1TI/zRiwSUlLdRmlNOw9cE8eu42U42lpSUt2Oo61lXz2nmdO59dy+OFJvgtbdo1VKcHeS8uTNCReVgu/ollNc1UZTWw8CAbg7WRPkbW/UANs1c0NpapOx5VAxwd4OA/T5bloUQU5JM59syiAi0Lnf3fMVUwPplatYvSUTy+/O8tgNExAKBQgEAqbFeZMU5cmek+X8eKCQ178+hZ21BVNiPEmM9CA62OWiRfTuHgUFFa1kFzeRVthIbmkzKrUGW6mEpCgPkqI8mRDuNqjN+mCIhAI8XWzwdLHRi43KepVkFTdxOqeOlMwajmXWIhYJGB/uzuwJPkyJ9Rp1F1uhUEB8uBvx4W4UVrby2aYM/vO/sxzPquXxGycYPZAoEgp4/MYJPPTGfj7dlM7zd06+6DFOdlasXBzJhxvSOZpePSy9OwCRSMjTtybyyFv7eeub07z12CyzNG+McWlz+dRABAJ4//s0Xv/6FM/dMWnYFhZjAWkISqrbUarUjDOgHdfdo6CwopXr5ofrf5ZV3Eh3j5IpfW6dR9OqEQpgfJgrn2/OYH6SP7uPl3HtvDAkYhEb9hVgZy3pJ1a5blceDa0yXnto5qCLkEaj4WR2HZsPFZFZ1KgXCtWhW0yXzQohLsx1yDveu5ZEU1Ldzkcb0xkX4ISv+7mgIxIKePLmBB558wD/XneGNx6Z2W8IdNnsEGS9Sr79ORcLiYgHr4nT140kYiFXTA1k0eQA0vIb2HuqnKPp1ew+UQ6As70VXq42ONpZYtXXxNHTq6K1T8FBZ4cuEGhTiMtmhzAxwoOoIGez+/JILcUkRnqQGOnBvctiyS9v4Wh6Ncnp2jSa1FLM9Dhv5kz0JTbEddRrY6G+jrz6pxlsOljEmh3ZPP9xMi/cM8XoTjhPFxtuXBjOVztyyChsNEr4dtGUQHYkaw0ZJ0d7DbvJwsneikevn8BL/z3OD3sLuOmyMXXwPwKXTQlErlDz6aYMvtyWxd1LY4Z1nrGANAS5Zc2AVjZm4GMtqDX086M/k9egFejsWwCOZ9USFexCZnEzyj4bb7UGFkzyp765m+NZtVw3L0yfDqys72DL4WIWTQ4YVJKlqU3G2+u0A5HuztasmB9OTIgL7k7WqDUaapu6SSto4NDZSv72STKJkR48vCJ+0HklkUjIU7f0BZ1vz/DGo7P63d24OEh5aEU8/1pzku/3FnDTov7DujcuDEeuUPHDvgKAAfUukVBAQoQ7CRHuKJRqCipa9Dbndc3dlNW00yNXIRBo6z/2NpbEhLjg32dxPs7fyeRd0EgQCgVEBDoTEejMnVdFk1XcpA+me06W4+Viw2VTApif5D+qczdCoYBr5obi627La1+d5KXVx3n1oelG7ziunhXCjuRSvt6Zw+uPzLzo80VCASuvjOLFz4+x63gZV04PGva1T4r21Nal9hYwN9FvbGj2D8KSmcFUN3ay6WAR3q42XDHN9M/QWEAagsKKVpzsLA0Ka2YXN2kXr/OCVUZhAxGBTlhZimlokVFa086dV0VzLLMGD2drckqaCfd3xNvVlm9+ygW0210d63blYSEWGlSDAK3twz8+PYZcqeLBa+NYNDlggGyNr7sdiZEe3HZFJDuSS/h6Rw6PvnWAVXdPJsKABh9og86D18Tx+tpTbD1c3M86A2B6nDezJmgL31NjvfpJxWiLm9rr/WFfASqVmodWjDe4ZZeIhUQFuYzalLe5EQoFxIZqFRgeuEbJscxafkop5cvt2Xy9M4dJ0Z5cMyd0WEKlxjIp2pOnbpnIq2tOsnpLFg8YEPY1hIVExLVzQ/nkxwyyS5qM+j+fGOFORIATG/YXcNmUgZ8tU7hraTTHs2v5akcOT9+WOOzzjPHb4p6lMdQ2dfNpX5rfVHX6sSm2ISipbu9nz3A+eeUtBHqeq9XIepUUV7cT3ffFT82vByA2xIX0ggZiQ1wpqmpjWqw3Go2GA2cqiA9zw91JqwtV29TFkdQqrpweZPDOu6iylVUfJ2NtJeY/T8xm8bSgIRcMC4mIZbND+c+Tc7CxkvC3j5PJKGwc9PkzxnuTGOnBtz/n0NzeM+Dx+5bFYiOV8N76s6guyBHqgtKNC8ex+0Q5b649hVyhGvS1fotYWYiZk+DLvx6awYdPz+PqWSFkFDbyl/cO85d3D3E0vZrREj2ZFufN0pnB7Eguoaiy1ejjFiT5Y20lZmdKqVHPFwgErJgfTkOLjJSMmuFdbB8uDlKWzAjmSFoV1Q2dIzrXGL8dRCIhT9yUgK21Bf/+9gwKpdqk48cC0iCoVGoq6zsNdgppNBqKKlsJ9XPU/yy/vAW1WqO/W84oasTR1pJOmQK5Uq0fdp0U7UlRVRu1Td3MHH+ueLz9aAkCgcBgA0VHt5yXvzyB1ErCKw9O71fnuRh+Hna89sgM3J2kvPzFcb3T7IUIBALuXRaDQqlm7c6cAY872Fpyz9Wx5Je3sjO5xODxt1wewZ1XRXMkrZoXPz9GZ7fc6Ov8LeHnYcedS6L576pF3LsshtbOXv615iTPfXiU4qq2UXnNmy6LwMZKwvq9+UYfY2UpZtYEX5LTa+iRK406JjHSA08Xa3Ymlw7zSs+xdGYwIqGA7QY+L2P8frG3seCRFeMprWnnu915Jh07FpAGoa6lG6VKja/7QKuBprYeOroVBHufC1b55VqxU50GXG5pC5FBzmSVNCEUQGObDFdHKb7utpzIqkUggMl9yg8qlZr9pyuYFO1psNbzwfdptLT38NzKpGEp7TrZWfGPe6YiEYt45csT9A6ye/F2tWXxtCD2niw3GLhmT/BhQrgbX+3IpqlNZvAc18wN5ambE8guaeLJdw4NGgB/D0gtxSydGcLHzy7g4RXjqajr4Im3D7DpYKHZX8tWKmF+kj/HM2tp7zI+0M+I80auUJGW32DU84VCAQuS/MkoauxntT4cnOytSIry5OCZygG76jF+30yK9mTWBB9+PFhEi4GMy2CMBaRBqG3UfhkNed/oFln/83ZPJdXtuDtbY29jQWe3nJqmLsL8HMktbSbQ2568shZiQrS6T6n5DYT6nhPdTC9spK1TztyJA8UT0woaOJpezY2Lxg3LKVaHh7M1T92SQGV9p8EdkI7rF4RjIRHxv10D72wEAgF/ui4epUrD55szBz3HnIl+vPzgdLp7FDz1zkEOp1YN+7p/C4iEAi6bEsAnz85nSqwXq7dovaTMzdRYL1RqDTklTUYfExXsgoVYSEaR8cfodu4nsmtNvsYB54r3oa1TTkHfDdsYfxxuuSwCpVLFhv3G36CNBaRBqGvWqjcbMjGr6suJe7ud6x4qq20nsC9AlVRrTd2CvB0oqGjFz92O1o5eIgKc6ZEryS9vIT7MTX/sscwarCxEAxw4NRoNX+/Iwc1JyvLZoSN+T+PD3bliaiBbDhVRUm04teRga8lVM4I5nFalf5/n4+liw/ULwjmSVs2pnLpBXysqyIW3H59DgKc9r399ine/O0t3j2LE7+FSxtbagqdvTSQhwp21O3NQKM1bRwvq25FX1htfk5GIhYT4OlJoQu3J280WL1cbzuYZt6saivhw7ec8o2jw+uUYv0+83WyZM9GPncklRqfvxwLSIDS0yhAJBTgZ8PqpberGQiLS+wCp1BqqG7rw89DupnQuo7bWErp7lEj7nFLD/BwprGhFpdYQdV5b95m8euJC3QZMOGcWNZFX3sKK+eEjluTQcfviSGykEtZszx70OUtnBSMRCfnxgOE7m2vnhuLjZssnP6YPmv4DcHOS8sqfZrBifhh7TpbzyJv7OZtXP+L3cCkjEgmZk+BLj1xl9nqS1FKMQIDeV8pYfN1tqTIhiAHEBLuQU9o84kYNexsL3J2tKe27SRvjj8WV04OQK9UcyzRutz0WkAahsVWGs4OVwfbl+pZuPJyl+nmbplYZSpUaL1dtQKqs78BGKqGtoxcApVKNUAABXvb6O1VdQ0RDi4zapm7iwwYOL+4+UYaNldgoTTJjsbW24Jq5YZzOrSevb87qQpzsrJib6Mf+UxW0dfYOeFwiFvHgtXHUNnUbTO31f66Q2xdH8frDM5GIRfz90xTeXHvaYCff74WMwkYkYuGwdeEGo7tHiUaDyZJGzvZWtHf1ojahjhPobU9Ht5zWjoG/f1PxcLKmodVwzXGM3zdhfo64O0k5ml5t1PPHAtIgNLX14DrIMGl9SzduTudSeXUt2nqTh7P2+dWNXXi72lDdqE37tXcr8HCxwVIioqS6HWd7S5zstLurvHJtULhwEFauUHEss4Zpcd5mF/y8cnoQtlIJmw4OXue4elYIcqWan4+VGXw8PsyN+Ul+/HigkLKai9/9RgQ68+5Tc7hx4TiOplfzwL/2smFfgdnTWr8224+WsPtEOZdNDjBa7sdYdDsub1fTBk0tLUSoNaBUGd+C69U3zFrfMrLGBgA7Gwldv/N07RiGEQgETI31JjW/wagW8LGANAjN7T042RuexL8wWOlkbnQdcvXN3Xg4W1PX3I2NVEJji0y/iFTWd/S7cy6uakMsEvQbNgVtuk7Wq2Jan96aOZFailk4OYDkjJpBO2D8POwYH+bGzpTSQTuk7rwqGmsrCe+tTzWqi8pCIuKWyyP44Om5xIS48OX2bB56fT/JozjD80vRq1Dx0YY0Pt6YTlKUB/dcPTzplKFITq9GLBKY7M6r7FsITNEX0zXcmNLRNxhCgQCV6rf9+x1j+IT5OaJUqamsv3jH7VhAGoS2TrlB7TCVWkN7Z2+/YNXSrk1rONtbodFoaGzrwdVRSkOLDDdHKXUt3frmiJrGLn1qD6CspgNvN9sBkjCpBQ1IxEKjdMiGw6LJ/qjVGvafrhj0OZdPDaSxVcaZXMPNCw62lty3PJa88ha2Hja+q8zb1Za/3z2FF++bikQi5NW+GR5Thj4vJTKLGnnyPwfZkVzKstkhPLcyyex6ey0dPew5Wc6sCb4mp+xaOnuxs5aYdE26oWtTdlWDIetVIrUcE1n9o6ITFzCmpjqqAWnr1q0sXryYhQsX8s033wx4PCsri2uvvZalS5dy//33095+aRQ+1WoNnTK5XsX7fDq75ag14GBzLiC1dvZiIRZibSWmu0eJXKHC2d6K5nYZTnaWdMkUuDpKkfUq6ehW9Ovcq27sHGD8B9q5pmAfh1Hz5/F1t2OcvxMHzw7ekj05xhNHO8tB03agnU2aFOXJ1ztzTZ45ShjnzrtPzuFP18VTWd/BE/85yPvfpxqsW12KNLf38Pa6Mzz34VFkvUr+cc8U7l4aY3aFa41Gw2ebMlGq1Fw3L8zk4yvqOvB2HfgZGwqd0oY53ktTW4/B5qAx/hjotAyNqSOOWkCqq6vj7bff5ttvv2Xz5s189913FBb279p6+eWXefTRR9myZQtBQUGsXr16tC7HJGS92uKxrYE7UV0Kw8763GNtnb3Y21ggEAho69Iupg62FrR1ybHqE051srPUF/J13XkajUaf3jsfjUZDaXXboLJF5mJ6vDfFVW3UDTIAKRYJmZ/ox8mcOlo6DKf2BAIBD62Ix1Ii4u11Z1CZeEctEmlVwT9+dgFLZ4aw50Q5D762j70nyy/ZNJ5coeK73Xnc9+oeDp2tZMX8MD58eh6JkR4XP3gY/HigiMOpVdy4cJzJjRIKpYrCilbCzlMVMQbdTYGhmzJTUKk11DR16WtSY/zxkIiFSC1FdBjR+j1qASk5OZkpU6bg6OiItbU1l112GT/99FO/56jVarq6tIV/mUyGldXAu6j29nYqKyv7/amtHfnA3lB092jbaqWWAwOSrjh7ftqkS6bQK1J3dmsft7W2oL1LjkWfjL+9jaW+Y8mxLxXY1ScrdKE6Q1unnK4epUGVCHMyqU8p4tQQA5DzEv1QqzUcGmIn5WxvxZ+ui6OgopV1JkqF6LCVSrjn6hjeeXIOvu62/Od/Z3nx82MmTXmPNhqNhqNp1Tz4+j7W/pTLxAh3Pnx6Prcvjho1v6Sth4v5YlsW0+O9WXGe1YmxpBU00iNXMcFEW/GaJl2jjunKIOdTWd9Br1w16jdXvwd+jbXul8LW2kK/Ng7FqKl919fX4+Z2bvjT3d2d9PT0fs959tlnufPOO3nllVeQSqWsX79+wHnWrFnD+++/P1qXaRBZr/Y/ztqAS2xP3wzI+R1Usl4l1n2zRrrhTyuJiF65Sp+3t5FK6JJpH7Oz0R7b1rfbcrTtfxfa0Nq3GDiNbDG4GN6uNrg7SUktaODKGYZNCP097Qn1dWDfqQqunhVi8DkAM+J9OJlYx/d78okPczNo+W4MAV72/OuhGWw/WsKX27J4+M39PHXzRBJMXFDNTXVDJx9tSCe1oIFAL3v+74Fp/YabzY1CqebLbVlsOVzMlBhPnrwpYVg+THtOlGNnbcGEcNOutaS6DSc7S6M9mAYjs08h4nybljEM82usdb8UxroQj1pAMpRuOf+ienp6eP7551mzZg1xcXF88cUXPPPMM3z66af9jlm5ciXLly/v97Pa2lpuueWW0blwQK7Qpp0sJAM3kLrHzq/t9MiV2Eot+v7e18bc91Z171lqKaahr4VWF8x008sX+v209O2kRjvvLhBo7RVOZNWh0WgG/dDMTfTjs02ZVNR1DJkyeuCaOHJKm3lz7WneeXLOsP2ChEKtyGx8mCtvrD3NC5+ncPviKK6dGzoqdu5DoVJr2HywiG9+ykEiFvLA8lgunxY0bEdMYyitaeftdWcormpj6cxg7loaM6zXq6zvICWjmmWzQ02qBWk0GjKLmwz6gJnKqZw6PF2sR7zT+iPwa6x1vxRqlRqhEd/dUUvZeXh40Nh4Ti6kvr4ed/dzd7n5+flYWloSF6f1d7nhhhs4ceLEgPPY29vj6+vb74+np+doXTYAcuXgBd1zj537r5Mr1Pp/K/oClqAvIul+BxYSoV7VQBfMdMFL55iqQ5/2M7GbajhEBrrQ0S2npm9myhAz430QChgybQfaoPvs7Ul0dst569vTIxbU9Pe0541HZjIj3oc127P5aEP6LyrS2drRyz8+TeaLbVkhYu3tAAAgAElEQVRMGOfOh8/M58oZwaMWjLpkClZvyeTxfx+gqU3GX++YxL3LYof9emu2ZyORiFg+xzTZqcr6Tuqbuxk/wh1gd4+CtIIGJkV7/uI3Er9Ffo217pdCoVIb5UI8agFp2rRppKSk0NzcjEwmY9euXcyaNUv/eEBAALW1tRQXFwOwd+9eYmNjR+tyTEI3MyEWD/wS6WY6xOf95ypVav2/FRcU9QX0nUskPHdsXxpPNyh24S9KH7gsRr9VNtRXm9svqhy8JdPJ3oqoYBejpq2DfRy4b3ksqfkNfPPT4CKuxmJlKeYvt07kunlh7Ewp5Z3/nflFglJ5bTtP/OcgOSXNPHL9eJ6/c5K+GcXcyBUqNh8q4r5X97D5UBHzk/z54C/zmBrrNexzHk2r5lhmLTcsCDd5p6r7PU+OGf7rA6Rk1KBQqpkZ73PxJ4/xu0Wl1tDRZbhr+UJGLWXn4eHBE088we23345CoeC6664jLi6Oe++9l0cffZTY2FheffVVHn/8cTQaDS4uLrzyyiujdTkmoVLrBgkHxmt1Xyry/LtWlVqj/7e671j0Dwv051LpjhUJ+p3rwtqATuLF0OubG39PO4QCKKtrZyaDLxxTY734bFMmlfUdF/VjWjQ5gIKKVr7fW0CYn9OIFlbQphZXXhmFlaWItTtzsbQQD7BKNydlte08/9FRhAIBrz0yk1Bf0zrUjEWhVLHreDnf782nqa2H+DBX7rgqesSvV9PYxXvrzxLm52jy7kit1rDnRDmxIa4GnZJNYfeJcrxcbcyS+hvjt4t+VMaIeuSoWpgvWbKEJUuW9PvZZ599pv/77NmzmT179mhewrDQlb8MrXeDdSILGHpx1HDuQP35Bzmn7nXVv0Dbs0Qswt3ZmpqGwVN2AFNjvPlsUybHMmu5bt7QAUkgEHDfsliKq9p4e91pfNxm9bPqGC43LBhHT6+KH/YV4O4kHVbX2cXo6Jbzz9XHEQkFvPqnGQbtR0bKhYEoMtCZJ29OIC505E0SbZ29vPh5CgKBgGduTzLZhvxUbh11zd16W/rhUlHXQVZxEyuvjBpL1/3B0Y0QONhefIc0ptRgBgSca+LQffnOfQW1P1erNfodj34HNsg0vK5V/JeyAXd3sr6oZpmbk5Rgb4chLSfOx0Ii4vk7J2FpIeb/vjhBp8w8Wma3L45k1ngfvt6ZY/S1mMKnmzJobpPx/J2TzR6MVGoNe06Ucd+re/l4YzruTta8dP9UXnt4htmC0QufpdDQIuNvd002uZFAo9Hww94CXB2lI5as2pFcglgkYOEk/xGdZ4zfPrr5S51+51CMBSQD6G7oDG1QdOm183cvIpFAX9fQy7PoztH3F6VKrQ80igs69Xrl/QOPrgtPNw812jjaWdLWefGhtYQId3JLm432NXJxkPLs7Uk0tHTz5tpTJqlND4ZAIOCRG8YT4GnPv789M6hz7XAoqW7jwOlKls8JHZEZoiHSChp47K39vPNdKk52lvzzPm0gGh/ubpYdREOLjOc+PEpZbQfPrkwaVpv1mbx6ckqbuW5emMk7q/Pp7lGw92QFM8b7jLhtfIzfPrqZNk8jhqPHApIB9EHHwAIq1u1yzhOLFIuE+l2ORPdF1j+s/YtcodY3KeiaFvSzSxf42+iKf7+UhI6tVGLUDiY21BWVWkNumfHun9HBLty3LJbTufWsu4hVhbFYWYh5dmUScqWKd/531myKDjtTSrGQiLhmrunyPIPR3iXn7XVn+NvHyfTIVTx7exJvPTaLCePME4gAsoqbePI/B2lqk/HivVNJijK9M0ulUvPF1iw8nK1ZNDlgRNez63g5sl4lS2canm0b449FTWMXErEQF4exHdKwuDC1dj66zrvz02wWYpE+vaYLOrolUtP3NO3wrG7no2vr7q/uoMO57xdnzrv/obCQiIyygYgIcEIogJwSwz5Kg3H51EAWJPnzv915Zkuz+bjZcveSaM7mN/DTEFp7pnAyu47ESHeztdtnFTfx6Fv7OXimkhsWhvPh0/OYHu9ttkCkUmtYvyefv350FGsrMW8+OmvYYrzbjpZQVtvB3UujjWrPHeqath0pJjLQmTC/sWaGMaC2qQtPF2ujBrvHApIB9DNFBvw7dLNJ5zulWlqIBswUKZUqxOel8mS9Sv1Cp9uN6Ip8F+6E3BytEQqgdhCNOXOjHmIo9nysrST4e9qTX2H8Dgm0abYHro0j0Mu8abbLpwYSF+rKl9uyRmz41ylT0NgqY5yZUnW7j5fx/EdHsZCIeOuxWdx6eaTZXH9Bqxzx3AdH+HpnDtNivfj347OHbQhY29TF2p05JEZ6MGWErd4nsmqoa+7m6tmDq3qM8ceist54cd+xgGQAXUCSGwhIuoBzft1HainW20rrdkGyXhW2Ugv9TqqzW35eKk5br7GQiLCVSgYs0BKxEA9nGypNtJ0eLr1yldEzT0He9pQbYch3IZYSEU/flkivQsW761PNkmYTCAQ8dF08coWaL7ZljehcrX3isc6DmDKawtbDxby7PpX4MDfefnw2IWZsG1co1Xy/N5+H39yvnZW6KYGnb0s02ZJCh0qt4d/fnkEoFPCgGVrpNx8qxt1JypTo38dA5xgjo1ehoqq+k0Bv47psxwKSAXTNBoa63HTq3bLz6j5a24n+6gqdMgW21hK91FBbl1w/oNh6nnK2q6PUoCy7v6cdpdUX9w8xB+1d8n7q5UPh425LY1sPPXLTGy78POy466oozuTWs+/U4D5MpuDtZsvyOSEcOF1J7iCW7MagH4YWjWxBTsmo5tNNGUyJ8eRvd00edqAwRGZRI4+/fYCvdmh3Mx8+M595iX4jCiLrfs4lp7SZB66Jw32E2okl1W1kFTdx1Yxgs/tBjfHbpKymHbUGgr2NE9cd+9QYQBd0enoHLroXiqgC2Flb0NFXB9Ltgtq7tAZ/XT1yxCIBLe09WFtJkFqKaGo7F5A8XawNyvaE+ztR1dBlFsfOi1Hf0o2bo3GLkc4pd7gpsiumBREZ6MzqLVlmawVfMT8cJztLVm/OHPbOS9r3e+0awTXVN3fz9rozhPs78pdbE0dUizmf1o5e/v3taZ778Cg9vUpW3T2Zv94xcuWIE9m1fLcnnwVJ/syd6Dfi69yZXIqFWMiCsVbvMfoo6bupDhoLSMNHl5aT9Q7cIdlY9a8DgTYIyXqVKJTa1JeFRERbZy+Odpa0dsj7zPq0C7ibk3U//yEfN1tqm7oGzCLp2nYzixoZTVQqNRW1Hfh7Gld/0O0Au2XDa0kXCgXcvzyWjm45G/cXDOscFyK1FHPL5RHklrVwPGt4cv3O9lYIhYJBvaGM4dNNGag18PRtSWapF2k0Gn4+VsoDr+3lcGoV1y8I54On5zFpGF10F1JS3caba08R4uvAA9fGjfh8sl4lB85UMmO8D3bWI/NQGuP3Q0FFKzZWYqNn4sYCkgGsLMQIBee8j87H1toCgQA6us4LSH2zFm2dcgQCAc72lrS09+Jib0VTm6xfWs7T2YbapnM7In9Pe5QqDVUN/etF4wKckFqKOZNXPxpvUU9pTTtypZoQI/1qdJp9I7G2DvF1ZEa8N9uPlhg903QxFiT54+1qwzc/5Q5r3kksEuLtakN5rWmutzpySpo5nlXLjQvHmUXZur65m1WfJPP+92kEedvz7lNzue2KSLP4LtU2dfHCZynYWElYdddks7gSH02rRtarHHHL+Bi/LzKLGokMcjHaOmUsIBlAKBRgbSXR20Ocj0gowFYq0TvDwjk/o9a+bjkXBymNbTLcnKT0yLV25ro7b283G2oau/Tdd4P5zYtFQhIi3DmeVTuqYqK6gGdsu7DCgLjscFg+J5TuHuWQFuqmIBIJuWnROEpr2jmWWTOsc4T4OFJQ0TqstN/mQ0XYWUu4anrQsF77fA6nVvHIW/vJL2/hT9fF88qD04fdQXchja0yVn2SjFyh5oV7pw4whxwuB85U4OViQ1SQs1nON8Zvn+b2HqoaukzyRhsLSINgN4TDoTYVdy4g6XL5Lfq0nJSGlnPW5DZSCY2tMuQKFf4edsiVaur6dkl+7rZYWYjINzBsOiPem9aOXjIKG8z63s7nSFo14f6ORi9MF7reDpcwP0e8XW1IMUJB3FhmTvDFy9WG7/cVDCuoRAY60dzeQ32LaW3pnTIFx7NqmTvRT19/HA4qtYbPNmfw+ten8POw470/z+OKqYFmm1uqa+7muQ+P0NYp58X7phLgNXJ9QdCOLWQUNjJzgs+Ybt0YerL6zBljQoxXDTEqIC1fvpzvv/8emeyXGdS8FLC3tRi0ocDJzqqftbZuMW/sa1bwcLamsVWGa1+jgIVYhEYDVQ2d+kWgtK91WiQSMi7AiaySpgGvMynKEztrC3Ykl5rtfZ1PfnkLxVVtJhW0qxo6sRALcRqm+Z4OgUBAwjh3csuazSIpBNrd6/I5oRRWtJJt4vAuQGSQ9ouTY+B3MRRnc+tRqtTMHD98m4VehYpXvzzBlkPFLJkZzL8emmFWU7uymnaeff8wHd0KXrp/qlmlkU5m16LWwLQRqrqP8fvibH491lZio8sBYGRAWrVqFadOnWLhwoX885//pKDAPMXoSxlHW0t9Cu5CXB2l+uADWr8gkVCgd4T1drVBrQGRUKuLp+qrt5TVdhDoZY9QKKCwslV/fGyIK6U17QMGZC0kIi6fGsDxzBqqG8w/k/TDvgKklmLmJRofkPLKWgjydjBLW6+/lz2yXlW/rsORMneiL3bWErYdKTb52AAve2ysxGSZGMzSChuwkUoIG+Yir1CqePm/xzmRXct9y2K5b1nsiLTkBlxfQQPPvH8YtUbDq3+azrgA86bVTuXU4+JgpU8/jzGGSq3hRHYtiZEeJq0VRj0zISGB1157jR07dhASEsKDDz7IzTffzM6dO4d9wZc6jnaWtHQYXihdHLQ7JL2gqlCAm5OU2j4RQZ8+leiGFhmezja0dPQiFgkorW7DQiIi0MuegvJzAWl8uBsaDaTmD0zNLZkRjFgkZN1u8+jA6cguaSIlo4blc0L1w7wXo71LTl5ZM+PDR65MDWCrHyI2T2MDaBtS5kz041hmLR0GaoBDIRIKGBfoTLaJO6Tc0mYiApyG5eyq7htMPZvfwCMrxrPEjPpvGo2G7UdL+PunKbg4SnnjkVlGt9+a8hrphY3Eh7mNpevG0JNb2kxbp9xk5Q+jQ1d7ezubN29m/fr12NnZccUVV7B582aefvppky/2t4CTnRXtXXL97uZ8XB2lqNSafgOuXi421DRqdzE+fQZ2lX0TymW17fh72lPU17gQEeBEXnmz/tyhfk442FpwwkDLspO9FUtnaQc/s4pNWygHQ65Q8f73abg6SllmgsTLkbQq1BpGbLino1OmDRjmHB4FmJPgi1Kl5nim6S3gEf5OVNR1GN391yNXUlHXQajf8NQYvt+bz5G0au68KoqFZuxQ61WoePe7VD7emE7COHfeeGQm7mZMAeqobuyio1tOVJDp6uJj/H7Zf7oCSwsREyPcTTrOqID01FNPMX/+fNLT03nhhRf48ccfue2223j//fc5cODAcK73ksfJ3hKNBoNpO91Ee33zuZqaj5stVQ1daDQabKUSXBysKKttJ8THgerGLoK87SmoaEWt1hAT7IqsV6VP24mEAiZHe3Eyp9agAsINC8Jxc5Ly/vepBod1TUGj0fDRhnQq6jp46Lp4pEYW4dV9opnB3g5mS80UVbUhtRTjaIRPiimE+Tni4mDF6VzThVxD/RzRaKCk2jh5pPLaDpMm0c8nq7iJb3/OZU6Cr8nOrkNR29TF0+8dZs/Jcm5cOI5Vd002ehdsKoUV2s9wuP/ouOqO8dujR67k0Nkqpsd5m/y5MyoghYWF8fPPP/PGG28wYcIE/c/FYjHr1q0z7Wp/I7jY6xS3B6btdMXmmvPmifw87ZD1Kmls1T4/0Muekup2vY6Zo60lXTIFlfUdxIVp2yBTC86l6GYn+CDrVRm8q7eyFPPY9ROoaujkne9GZrfww74C9pws54YF4SRGehh93OHUKirqOrl2XqhZUjM9ciXHMmtIiHAfVqprKAQCAdFBLibZZOjQtVdfOBc2GLrmFGO1unT0KrTWGe7O1mbRkNNxLLOGx/99gLrmbv5+92RuuTzC6BmQ4VBW245IKLiorf0YfxyOpFYh61WyIMl0xQ6jAtKpU6dwdu5fCL3++usBCAn5far6ujj2dc4Z0JnzdNGqcVc3nlu0Ajx13XPatFyIryPldR0E9Ckg6OpNWcVNONhaEurrwOmcc0OvMcGuuDtJ2X3CsJVCfLgbKxdHcSStms83Z5rcmabRaFi3K4+vduQwe4IvN10WYfSxPb1KvtyeTbCPA9Pjh99Jdj7bj5TQ1ik3y9yOIXzdbWlqkxlUbB8KXceksY0WZTXtWFqI8HS+uPnY+Xy/N5+api4eXjHeLLsXlUrN6i2ZvPzFCbxcbfjPE7OH5YtkKjWNXbg7W5tNJmmM3zYajYYfDxYR6GVvUru3jiHzNY8++iglJSVUVFSwZMkS/c+VSiVC4e/7A6hPyxmYSZGIRXg421B1nhp3YF87d0l1O0lRnoT5OaJWa2holeHjZktFXQeuDlakFTZyxbQgkqI8+W53Hq0dWokhoVDAoskBrP0pl8r6DoN3nNfMDaW5vYcth4tp65Tz0ArjUm7tXXI++CGV5PQa5k705bEbJpi0K/liWxZNbTL+fMtEs+xmiipb+ebnXCZFeRJjwtCcKUitxGg02p2IKYulRCzEykJkdA2pqKpN3zlpLPXN3WzcX8jsCb7Eh428QaSlvYfXvj5FVnETi6cFcs/VMXqblNGmoVWGm6N5hmvH+O1zOree8toOnrhpwrB2/UOuZk8//TRVVVWsWrWKVatW6X8uEokICzOfq+aliJ21Vgi1rnmg8CloUzsVdedkZmykEtydrSmu1jUuaHeUOSXNxIS4cDi1iikxXpzM1iovTI31Yt2uPI5l1nD51EAALpsSyHd78vnxQBGPXD9+wGsKBALuuToGe1sLvvkpl/zyFm5bHMn0OG+DC6KsV8mu42V8tzuf7h4Fd14VzfI5ISZ9UFIyatiRXMrVs0KGZYt9IVUNnfxz9XHsbSx49IaB79FctHfJEQrO6RKagkAgMGoHqlKpKa5qZX6iaamJb37ORQCsvDLK5Gu7kMKKVv7vi+N0dCt48uYEs4ikmkJLRy9RgWPqDGNod0ff/pyLq6OUmeN9h3WOIQOSr68vvr6+/Pzzz3+4lk6BQICXi61BJW6AAC87TufWoVCq9Hejob4OFPU1KjjaWeLjZkN2STNzEnz5+VgZXq7WdHQrKChvYVyAEz5uNhxOrdIHJEc7SxZO8mfX8TJuXDgON6eBd54CgYAbFowjOsiFDzek8frXp3B1sCI62JUwf0csxELauuQUVbaSmt9Aj1xFXKgr91wdY3LLb0VdB//53xnC/BxZeWWkSccaIq+smZe/OIFao+HlB6bjMEK1h6HIKGwkxNfR5HkelUrdz913KIqr25D1qogwYUEuq21n/+kKls0ONfj7NYWUjGre/OYMDrYWvPnoTLO3dBtDZ7ccO5sxMdUxtKovBRWtPHbDhGGncIcMSDfddBPr1q0jISGhX0DS9DmMnjlzZlgv+lvBy81mgMacjiAvB1RqDeW1HfrGhTA/J5LTa2jv0prxRQW5kJJRwyPXxyMQQK9CjVAo4HhWLRGBzsye4Mu63Xk0tMj0i9O1c8PYdbyM/+3OM7hL0hET4sp7f55HSkY1B89UklHUyMGzlfrHPZytmTvRj3lJfvrdmim0dPTwwufHsJCIeHZl0ohSQGq1hh3JJazekomLg5S/3z0Zf0/zyNYYIqOokdyyFu5eGm3ysbpGFQ/niwcL3dyYKbbh3/yUi5WFmOvmjSzDsP1oCZ/8mE64nxN/u2uy3mvrl0St1tDdo9Rbsozxx0WuUPHVjmwCveyZa8Kg/YUM+Ul65513ANi2bduwX+C3jK+bLSkZNf12QTqCfM7VjHQBSWd/nVfWTFKUJ7Ghruw+UU5jWw+hvo5kFDYSE6wNUrcvjmRuoh/f7spjz8lyblo0DgB3Z2sWTw9i2+FirpweNGSLtUgoYEa8DzPifdBoNNq5KbUGa0vxiDTVOrrl/P2TFFo7enn1T9NHZNxW09jFe+tTyShqJDHSgydvThhVe4L6lm7eXHsaNyepfudpCjl9Kg3GuLwez6ol2MfBaF+iospWUjJquHHhOL1v1nD4fm8+X+3IYVKUJ3+5baJZFMCHQ2+fgaX0V3r9MS4d1u/Jp7apm5funzqiOvOQn6TU1NQhD/bxMU/H1aWKn4cdarWGqoYufdOCDi9XWywtRHoDKoAwf0dEQgHZJdqApCtYp+Y3kBTpwbrdedy+OIo127P1MkLjw93YdbyM6+eH6SU2blo4jgOnK/l4Yzr/emiGUQVzgUBglhRYR7ecf3yaQmV9J3+/e/KwNc965Eo27i9kw/5CxCIBD6+IZ9HkgFFN/eaXt/Da16folSv518Mzh7VQH02vxs1JOuD3fSE1jV3klbVw+2LjU5lf78zBVioxaRj5QtbtytPPLj124wSzSgyZSq9cG5Ash1GnG+P3Q2lNOz/sK2DuRF/Gh5s2CHshQ35jv/7660EfEwgELFq0aEQvfqmjM60rr20fsECJhAKCvOz7adJZWYgJ9XPUm+o521sR6GXPmdx67rk6hm935SEWCRAK4NDZSgK9olg8LZBXvjzJ8axapsV5A1rPpTuviuad786y7WgxS2f+Mq31rR29/OPTFMrrOnjujiQmjDP9w6VWaziUWsWabVk0tvUwc7wPdy2JxnUUO7E6ZQo27i9g4/5CnB2s+Of90y4aUAxRUdfB6dx6blo07qKB86eUUoRCgdE6gBlFjZzOrefOq6KGrUzxw74Cvv05l3mJfjxqYqfkaKAb4v61dmhj/PoolGre+e4sNlIJdy+NGfH5hh2QjGHr1q189NFHKBQK7rjjDm655Rb9Yzk5OTz77LP6fzc3N+Pg4HBJpQd93GwRCqCizvCQZKifI7tPlKNSqfW7m5hgFzYfKqJHrsTKQszECHc2HSzC3UmKh7M1qfkNxIe5cfBMJbdeHsmkKE/cna3ZfKhIH5AA5if5cSStijXbcxgf5jaqNRfQzlS98Okxmtp7WHX3ZBKGEYzSCxtYvSWL4qo2gn0c+POtiWbpzBuMpjYZ246UsP1oCbJeJXMn+nLf8ji9q60paDQaPt+cidRSxOJpQ89GdXTL2ZlSyrRYL6NsO9RqDau3ZOLqYMWVM4anVbczuYQ127OZNcHnkghGoO3iBIxW+xjj98fanTkUVrTy1zuSzJKhGfKT9PLLL/P888/zwAMPGHz8448/HvTYuro63n77bTZu3IiFhQU33ngjkydPJjRUK5ESGRnJ5s2bAZDJZKxYsYIXXnhhmG9jdLCQiPBwsaG8zrCMTLi/E9uOlFBe16HvcIoJcWXD/kLySluID3cjMdKDDfsLSStoZEa8N5sOFnH/NbF8+EM6WcVNxIa6cvWsYD7blElOSTORfQZnAoGAR2+YwGNvHeCVL0/y78dnjZr8S0ZRI69+eRKBAF55cJrJatDlte18sS2bUzl1uDpKefLmBGZP8B0VhYDuHq330P5TFaT1KV1Mi/Pm+gXhI+oy2360hDN59dy7LOaiDQIb9hUg61Vy/YJwo86963gZRZVt/PmWicNyZz2aVs1HG9NJivLgiZsSLolgBNAl085qDecGYIzfPmdy69l4oJArpgUyNdb74gcYwZABaerUqQBcdtllJp84OTmZKVOm4OjoqD/HTz/9xMMPPzzguZ988glJSUkkJiYOeKy9vZ329v4BobbWdNHM4RLgaUdZjWFb68i+dt/c0mb9YhgV5IxQKCCtsIH4cDciA52xlUo4kV3LkhnBbNhfiFoN1lZidp8oIzbUlUWTAvjfrnzW783nH/dM0Z/f2d6Kp29P5G8fJ/PG2tM8f+cks9YMNBoNO5JL+WxTBp4uNvz97sl49ymVG0NbZy/f/pzLT8fKkFqIWHllFEtmBpvFEvt8Wjt6OZVTy4nsOk7n1iNXqHB3knLd/HAWJPnj5WqaSsKFpGRU89nmTCZFeXLV9KF3MOW17Ww+VMT8JD+jAmBLRw9rtmcTE+LCrAmm11yzipt485vTRAQ48/Rtib9qzehCdDqPv0aH3++RX3utM4Xapi7e/OY0AZ52ZknV6RgyIM2bNw/QGvS1tLSQmpqKWCwmPj4ee/uhU0j19fW4uZ2bQnd3dyc9PX3A89rb21m/fj1bt241eJ41a9bw/vvvX/SNjBYBXvacyKqlV6EasNB6OFvjaGdJTmkzV/SleaytJIzzd9LfvYtEQhKjPDiZXcsjK+LxdrUhOb2aWRN82XeqgvuWK/SF7q935pBf3tKvkSA2xJUHr4njgx/SePe7szx2o3nukLt7FHzwQxqHzlaRGOnBU7dMNPpOV6VSsyO5lG9+ykEmV3HF1EBuWjTObHNFarWGoqpWzuTVczK7jvzyFjQacHWwYuEkf2ZN8CEiwHnEOzCNRsPPx8r4aGM6Yb6OPHVLwpDnVCjV/HvdGaytJNxx5cVbynVCtr0KFX+6Nt7kho6y2nZe+u9xPJytWXX35EuuVlPfrLVbGc364B+JX3utM5aeXiWvfKmdJ/zrnZPMegNq1Cf8wIEDPPPMM4SFhaFWqykvL+ftt98mKSlp0GMMCYAa+kJu3bqVBQsW4OJiuNawcuVKli9f3u9ntbW1/epRo0mQlwNqjVaz7MKOM4FAQESA0wARzwnhbqzbnaefR5oa46W1jyhpZnaCL//bncc1c0L5KaWU/acqWDIzmKtmBLHpYBHf/JTLi/dN7Xe+y6cG0tbVy9qduShVGp64KWFE2mFpBQ28uz6VxlYZt14RwYp54UYv7jklzdk7kroAACAASURBVHy4IY3SmnbGh7tx37JYvSDpSGhslXE2r56z+Q2k5jfovYzC/By5aVEESVEehPg4mK1Lr7Wjl09+TOdIWjUJEe48e3vSRWshn23KoKiyjb/ekWTUrmDX8XJSMmq486ook/+PGlpkvPBpChZiIf+8b+qotsoPl8r6ThxsLcxuH/JH5dde64xBrdbwn+/OUlbTzj/umYq3q/EZFWMwKiC98847rF27Vi8XlJWVxapVq9i4ceOgx3h4eHDq1Cn9v+vr63F3H1go37NnD/fff/+g57G3t7/obmw00c0BlVS3GWyBHhfgzLHMWto6e/U7hPHh7ny7K4/0wgZmxPuQMM4dC4mIYxk1LJkVzLpdeZTWtBPq58jOlFKumhGEtZWE6+aF8sW2bDIKGwcMW96wYBwSkZAvtmXT2CrjmdsTjSqon09rRy9rtmez52Q53q42vPbQDKNVBrp7FKzZns3OlFJc7K14bmUSU2O9hh0gumQKMooaSctvIK2wQd844mRnSVKUBxPGuRMf5oqTma0pOmUKth8t5scDRfTKVdx2RSTXzgu76K5z08FCdqaUcu3cUKPy5cVVbXy6KYPx4W4sm22atUR7l5x/fJZCd6+Sfz00Y1R8jMxBQUUrIT5jthPm4tde64zhy+3ZHE2r5q4l0SSY6HVkDEYFJIFA0E+7Ljo6+qIWCNOmTeO9996jubkZqVTKrl27eOmll/o9R6PRkJWV1c/S4lLDw9kaayux3lzvQiICdMOwLUyK1qorh/k7IrUUk5qvDUhWlmISxrmRklnDvctiiQhwYt/pCq6eFcJ761PJLG4iNsSVK2cEs/VICf/dlsVbj84asGu5Zm4Ybo7WvLv+LI+8uZ87ropmfpL/RRfTts5eth4uZsvhIhRKNdfODeWmyyKM3mqfzavn3fWpNLXJWDIjmFuviDS5s0qlUpNf3srZ/HpS8xvIK29BrdZgaSEiOtiFBUkBTBjnRqCXvdlnlVQqNdmlzRw6W8WB0xX0yFVMivJk5ZWRRnUvbj9awuotWUyL8+K2xRfXn2vt6OX/vjiOvbWEJ28eOg14Id09Cv75+TFqm7p48d6pv4ockDG0dfZSWtPOjPHmKWaPcemz7UgxPx4o5KrpQSOapRuKIVeV1lbtjE1MTAyrV6/mxhtvRCgUsnHjRqZMmTLUoXh4ePDEE09w++23o1AouO6664iLi+Pee+/l0UcfJTY2lubmZiQSCZaWl25RVCgUEOTtQMkgASnM36lvGLZJH5DEIiFxoa79LMmnxnpzLLOWgooW5iX68eGGdHzdbbGVSthxtITYEFcsJSJuuyKCt9ed5VBqFXMSBgoUzpzgQ6C3PR/8kMZ761PZsK+Ay6YEkhjpjo+7HSKhAI1GQ3N7D9klzRzLqCElswaFUs30eG9uvTzCaO+aHrmSL7dls/1oCT5utrz+yEyTZIg6uuWcyqnjRFYtZ/Mb6JIpEAgg1NeR6+aFMSHcjXEBzma1LtApVpTXdlBQ0Up2SROZRY109SixkIiYEe/N0pnBRikxaDQa/rcrj2935TEpypM/35J40eAv61Xy4upjtHXKee2hGSbt8HrkSv65+jgFla08tzLJJEmiX5pjfb5dEyOM99Qa47dLSkYNn27KYHK0J/csix21AfchA9KUKVMQCAT63dAbb7yhf0wgEPDMM88MefIlS5b0s60A+Oyzz/R/d3Fx4ejRoyZf9C9NoJc9+05V6DX8zsdSIiLU15Gc0uZ+Px8f7sbxrFpqGrvwcrVhUrQnIqGA5PQaVswP49NNmRxNq2bBJH+2Hi6mqU2Gi4OU2Ql+bDlczJfbspgS7WlQAsjPw45XHpxOSkYNGw8U8MW2LL7YlgWAvY0FPXIV8j5ZF3sbCxZO8ueqGcEm1TFKqtt4Y+1pKuo6WDormNsXRxm1o2rr7CU5o4ajaVVkFDWhVmtwsrNkaowXCRHuxIe5DVs2p1ehoqW9h9bOXlo7tH9aOnppae+hqa2HxlYZdc1ddPWcc9X1crFhWpw3EyM8SIhwN3pn192j4P3v0zicWsX8JD8eXjH+oh1uPXIl//ff4xRXtfH8nZNMsjXv6VXy0n+Pk13SxJ9vmciUGPPYxI8GGo2G3SfK8HGzIcRM7sFjXLrkljXz5tpThPs58edbzWNBMxhDfjtzc3NH7YV/SwT0ucE2tMgM5vMjg5zZfrQEhVKtv9sfH66TDarHyzUIW6mEuFBXUjJruOOqKJKiPDh0topX/zSdzYeK+PlYGTdfFoFIKOC+ZbE88/4RfthXwK1XGJamEQoFTI/3Znq8N3XN3WQUNlDfIqOtsxcLiQg3Jynj/J0I9XXUD+0aw/+zd97hUZVpH75nJr33HtJJSEhCKEnoICCgICKoIFgRxcYuu5bVtet+y+raVtS1sIqCBQUFVJDeA4QEEkIaIb33PjOZcr4/hkQCCUwgk0ziua/Lazcz55x5EpL3ecvz/H7tlWef/HQGG0tTXn1o7FUVGzRageTMCnYeLyAxvQKNVsDb1YYFU4OJH+5JsI+DXttWTa1tlFY1U1bTSkVtC1V1cqrq5VTXy6lpUHT0vVyKnbUZTnYWuDhYMizACU8Xa3zdbAn0tr+mkuTMglre+TqZ8poW7r05nAVTr+6Sq1Cq+cfnJzhzvpo/LxpJbA/M8VrkKl7733Ey8mpYtXgkk2KuTbq/rzibW0NWQR0r5htupixiHJRWN/Pa2uM421v2SaWnXk9va2vjwIEDtLTolJA1Gg2FhYWsWrXKoMEZC34XZGgKyhu7TEihfo78dOA8+WUNhPjqzpS8XW1wcbAk5Vx1R0l4fKQnH21KpaiiiamjfEk4U0Z5bSsjQ9347Vg+d0wfiolMSniArmdl8/4cbhjje9VKFncnK9xj/a77+1Qo1XzwQwr7k4uJGerKX+4adcUBvVWhYufxQrYdzqWythUHW3PmTgzkhtG+VzwLalWoyCttJL+0gfzyJgrLGymubKaxpa3TdfY2Zrg6WOLpbE1kkAtOdhY42prjaGeBg405Drbm2NuY99qWX4tcxfodGfx6JA9nB0tef2Q8kXoYCDa2tPHq2mOcK6zjz4ti9JYTggtyTZ8mUFDWyF+XjDL6ZKTVCnzxczpOduZMi+25RbXIwKGhWcnLnxwD4OXl8Qa1i2lHr4S0atUqioqKqKqqIjw8nJSUFGJjYw0dm9Hwuz15Y5e20EMvJKHswvqOhCSRSIgKduFkRkXHVl9chAcfbUrl+Nlybp0chI2lKQeSi7l5fACvrj3OsbQyJlywCH9gbgSJ6RV8/OMZXn4w3uAz0bLqFv7vixMUlDeydFYYt0/rvhRcrlSz7ZDugLNZriIi0JkH5kQQN9zjsm0trVagqLKJ9NwaMgvqyCqoo6TqdykmG0tThnjYMjbSEx83GzydrfF0scbNyarP+m4UbWp2JOSzcXc2zXIVN48L4O6bhumljFFS1cyrnx2jql7O3+6NZWyk/lttJVXNvPxpArWNSp5/II7Rw4z/PGbroVyyCutYtTjG6PqiRHoPpUrD6/87Tk2DnH88Or5HDfPXg16/URkZGezcuZOXX36Z+++/H0EQeOWVVwwdm9FgbWmKi70FhRVdKza4OlpiZ23WYc7XzvBAZ/aeLKKoookhHnY421sS7GNPYnoFt08byvhoLw4kF7NiQRSujpZsP5rfkZCc7S1ZMiuMz7akcTS1jPHRhqtmOpVVyRtf6Ur0X35wbLflnFqtwJ7EQr7cnkF9k5Ix4e7cOX3oZVJD7cUMJzMqSD1X/XtHv405oX6OTBnlQ5C3PQFe9jjbW/Tbtk9do4Idxwr49Wge9U1KRgx15b6bw/UqeAA4mVHBvzckYSKT8PqKcYQH6K/bl5Jdxb++SkQqlVyTXFN/kFVQy7pf0omL8OhzZ1qRvkOrFXj3m2SyCut45p4x1+Sndq3olZDc3NwwMTHB39+f7OxsZs+ejVwuN3RsRsUQDzsKy7tOSBKJhGAfh07K3wARQboB6mxebUd58ehhHmzcrWuanRTjzW/HCjiVVcnMeD/Wb8+kpKoZ7wuzkTnjA9iXVMTHP6YSHeKCTS83RwqCwLZDuazddhZfNxuefyAOD+euZXgKyhpZ8/1pMgvqCPNz5O/3xXbqYVK0qTmaWsr+pGJScqrRagUcbMwZMdSV6BAXIgJd8HC26vczh1aFiqSMSg6cKiYxowKtVmBUmBu3TxuqtxCsRqPlm11ZbNydjb+nHc/dF9vtz+1SBEFg66Fc/rftLN6uNry4rPufuTFRWtXMa/87jouDBU/cMaLf/x1FDMf6HRkcTinl/jnhjI/q27J+vRKSlZUV27ZtIywsjI0bNxIYGNhREv5HwdfdlrRcXdVYV1tZQT72bN5X1cnMz9PZGgdbc9Lzaph9wSxu1DA3vt2VRUp2FeOivXCwNedISinLb43k69+y2HW8gPvm6GRpZDIpj98+gr++e4Avfknn8du7d5DtKSq1lo9/TOW3YwXED/dg1eKRXW5RabUCP+7PYf2OTKwsTFi1OIapo3w7BqSy6ha2Hc5lT2IhrQo17k5W3DYlmLGR+hczGJKm1jZyiurJLKgj7Xw16Xk1qDUCTnbm3DopiBvj/TomAPpQXtPC218nk5Ffyw2jfXlkQZTeW1etChX/2XiaIymlV/yZGxsFZY28+MlRBAFeXj62T84SRPqH3ScK+H7POWbG+zF/Ss8aunsDvf6SXnzxRTZu3MhTTz3FDz/8wNKlS/nLX/5i6NiMCh83G9pUGqrru660C/DSWZoXlDcRfGHLRyKRMMzfiaz836WFQnwcsLY05fS5KibGeBM/3JP9SUWsWjyS0WHu7D1ZxN2zh3VUxgX7ODBvcjA/7s9hbKRnr/R9NLW2sXpdIqk51dw+LYSls4Z1mTgampW8tSGJU9lVjI305LGF0R2DUVl1C1/vzORgcjHSC861s8b6Ex7gdM2zZ0EQULZpkLepaVNpUak1qDUCGo0WrSAgCKAVBLRa3X8ajYBKo9Xdo1TRLFfR0NxGbaOCyrpWSquaqW3UbRdKJDoZqFsmBhEb4UGYv1OPyle1WoHfjuXz+c9nkUgk/PWukUzpwbbVuaI63vwqiYq6Vu69OZzbpgT3e7LWh8T0ct76OhlzUxn/9+i4HiVvkYFFRl4tH/yQwoihrqy4LapfVsF6JSR/f3+efvppGhsbeffddw0dk1Hi4axLQuW1LV0mpHZDuIKyxo6EBDqLioQzZR26djKZlOGBzqTm6Jpm4yI82JGQT2pONdPG+HIiXddEevEB99JZYZzMKGfNxtP858mp16VrVlzZxGtrj1NZJ2fV4pHdVoTlljTw+ufHqW9S8tjCaGbG69xeWxUqvtmZxc+Hc5FKpdwyKYj5U4L1svFuaFZSWNFESWUz5TW6su6aRgX1TUoaW9poUajQaq+sAHI1ZFIJjnYWuDpYEhPqxhB3WwK87AkZ4njNNglFFU18uCmFtPM1RIe4sPKOGL3lfDRagZ/257B+RwYOthb83yPjDeoR1Vu0qTR8/Vsmm/blEOhlz3P3x+JupBJGItdPXaOC1V+ewNXBimfuGdNvqvJ6JaTc3FyeeOIJGhsb+eGHH7jvvvtYs2YNQUF942RqDLg76fb5K2u7PjvzcrHGRCah6JLCh2CfC1p4JQ1EX+hNigx24fjZcqrr5UQFu2BhJuNEejnL50Via2XKvqSiTgnJzFTGqsUjefr9Q7z37Sn+fn/sNc1ekjMreeOrRExMpPzjke4P4U9mVPCvLxOxsTTljccndjR4JmdW8v7GU9Q0KpgR68eSWWHdJiKNViCnqI4z52vIzK/lXFE9tY2KjvdNZBJcHCxxtrfE38sOO2szbK3MsDI3wcLcBHNTKSYmMkxlUqRSkEmlSCS6VadUKkEmkSCTSTA1kWJuZoKFmQwbKzOsLUx6bWbXqlCxcXc2Ww6ex8LMhMdvH8GNcUP0fn55TQvvfnuKs7k1jIvy5InbR/T6OaAhSM2p4qNNqRRXNjMz3o/lt0b2uqWIiPGg0Wj511cnaZareXn52H71t9IrIb3++us899xzvPnmm7i7u7N06VJefPFFNmzYYOj4jAYXB0skEqiqa+3yfZlMioezNaXVLZ1eb9ciyy39PSGFXzDhS8+rYVKMD9EhriRlVPDIbVFMiPZmz8kiFEp1J5WGEF9H7p8Twadb0ti0L4eFN4SgL4IgsGlfDl/+mo6fhx0vPBDX7Qz/QHIxb3+TjL+nHS8ui8PZ3hKVWsu6X9LZcvA8vu42vHHPxC5FWTUaLafPVXH4dCnHz5Z3KHZ7uVgTFexCoLc9fh52+LjZ4OxgaTRGc5ei0WjZnVjI+h2Z1DcpmT5mCPfeHK53k61WK7DjWD6fbzuLVCrp6E0y9kKA/LJGvvo1gxPp5bg7WfHK8u4rLkUGDxv3nONsbg2rFsf0u3aiXgmpvr6e8ePHd0gHLVmyhI0bNxo0MGPD1ESKg405VfXdVxd6ulhTdklCsrcxx9HWnPyy3423ArzsMTOVkVVQx6QYH2JC3TpkhibFeLM9IZ/E9AomXmLoNndiIJkFdaz7JR1XB0smd6F1dykNzUre/fYUJzMqmDjCm5V3jOhSjghgT2Ih7313ivAAZ15cFoeVhSkNzUr+8fkJMvJrmTM+gPvnRmB2yWy5oVnJ9oR8th/No7ZRibWFCWPCPRg9zJ3oENcBY+Cm1QocSS1lww5dteMwfydeeCCuS5X37iivaeH9jadJzalmRIgrT9w5AjdH493qEgSBjPxafjpwnoQzZVhZmHD37GHMmxwkror+AGQX1vHtriwmx/hww+j+b3TWu7NNqVR2zPCqqqrQarUGC8pYcba3oOaibadL8XC25kxO9WWad0M8bDtt5ZnIpAT72HOuSFep2C4zlJJTzcw4PxxtzTmUUnJZQpJIJKxaHENto4K3v06iVanuqN67FEEQOHCqhM+2nKFFrmbF/EhuGh/Q7Sz94Kli/vPdKaKDXfn7A7FYmJlQWtXMS58mUNug4Kmll6sItMhVfL8nm1+O5KFo0zAy1I2H5/sxJty9o9JwIKDRaDl0uoSNe85RVNGEr7stz90XS/xwD71XNRqtwC+Hc/lyewZSiaTTuZsx0qpQcfBUCTuO5XO+uAEbS1PunDGUeZOCjNJ7SaT3aVNpePvrZJzsLFixIKq/wwH0TEh33XUXy5Yto6amhrfeeotffvmFBx980NCxGR1OdpZUdrNlB+DmaIWiTUNjS1un0lhfN1v2XCLOGuLryPaEfDRaAS8Xa5zsLDiTU83ssf5MGOHNjoR8WhWqy8qCTU1kvPRgPG98dZIPf0ghKaOCxTeGEnjBvE6uVHPibDlbD50nu7CeYF8HXl8R01F00RVJmRW8/XUy4YHOHcmooLyR5/97FK1W4P8eHd+pcVMQBPYnF7N2a5qun2qED7dPD+lQtBgotMhV7Drxu/TREA9bnlwyigkjvHu0nVhQ1sj7G0+TVVjH6GHuPLIgyihXRSq1hlPZVRxILuZYWjltKg3+nnY8siCKG0b5drtyFhmcbN6fQ0lVM6881L/nRhej12/gwoUL8fPzY//+/ajVal577TXGjx9v6NiMDkc7c7IL67p9381RZ5hXXS/vlJC8XG2QK9XUNSk7igACve1pU2koqdSpOEQGuZCaU4UgCIyP8mLboVxOZlR0qW1maW7C8/fHsnl/Dht3Z3P8rM4KwOXCCk4QwM3Jij/dOYKpo6/sl5RTXM/qdYkdZ0sWZiYUVzbx/EdHkUrh/x6b0EklvLGljf98d4rjZ8sJ9XPk5eVjO1UVGjuCIJBTXM9vxwrYn1yMsk1DeIATD80bzphwjx6VYrepNHy/5xw/7M3G0tyUv941kskjfYxqVaRQqjmVXUnCmTJOnC2nRaHG1sqUaaN9mR47hBBfB6OKV6RvKK9p4fvd2UyI9mLkVcST+xK9ElJzczPJyck89dRTlJSU8MUXXxATE4OVlfHNAg2JvY05jS3KbptjXRx0CammQUHQRXnEy1VXoVdW3dKRkAK8dKuJvNJGhnjYERHkzIFTxZRVtxDm74SDjTkJZ8q6FduUyaTcPm0oN8b5ceJsOWU1LdQ0KPBwtiYi0InhgS5XHVxrGuS8tvY4ttZmvLQ8HisLU2oa5LzwcQICAv94ZEIn76TzxfW8/vkJ6puULLtlOHMnBhptYcKllNe06Az6kospqmjCzFTG5BhvbhofcE0JNe18NWu+T6Gkqpkpo3x48JbhRtMwWlHbysn0chIzKkjNqUal1mJjaUp8pCcTor0ZMdS138p6RYyDL35ORyqVsOyW4f0dSif0SkjPPvssPj66gdHOTqfi/MILL/DWW28ZNDhjw97aDK2gayztavBxttclm+qGzoUPni6/J6T2HhSfC2Z6+WWNTAYiLqq883K1IW64BweSi1G0qa+oBGBvY86MuJ4rfSva1Lz++QnkShVvPDEJJzsL5Eo1r352nBa5itWPdU5GHaXgVma88cSEDhFZY0Wt0ZJdWEdyViUnzpaTV6orKhnm78SjC6OZNMIb62vYpmiW66zcdyTk6yrRHhrb7zNMhVJNWm4Np7IqSc6qpLhSJ17r6WLN7HH+xIZ7EBHoLCYhEUDXY3gktZQ7ZwztmEQbC3olpPz8fN5//30AbG1tee6557jlllsMGpgxYnchCV16RtSOg60FUgnUNnQufHB1sEIq0c1c2zE1keLjZtNRfefjZoutlSlnc2uZHuvHxBE6nbukjMpeF1YVBIEPfkjhfHE9f78vFn9PO7RagXe+SSa/rIEXH4wn8CLjtYQzZbzxVSJDPOx46cF4vZpg+xJBEKiql1NQ1tghE5SRX4tcqUYqgTB/Jx6YG8H4KC+9G1q7+oyEM2V8/GMq9U1Kbp0cxJKZYf1y7qLVCuSVNnA6u4pT2ZWcza1FrdFiZiJleJALs8b6MyrMTW9nYJE/Fht2ZGJtacqtk/teGuhq6PXXpFaraW5uxsZGJxvS0tLS4SL7R8LuQvVRe3/NpcikEuxtzDs1gIIu+TjZX14Q4edp1+E0K5VKCA9wJj2vBoDhQS442ppz4FRxryekLQdz2Z9UzNJZYcRdcCbdtO8cCWfKWHbL8E7yREmZupVRsK8Drywf2+NVhUqtoaCsiYLyRsqqW6htVNDY0oZcqUat0SIIuu/d1ESKuakMCzMTLMx1/2tuJsPMRIpMJkUq0VWyqdVaWpVqmlrbqG9SUlUvp6K2FWWbziFXItHpDk4Zqevv6g1R2tpGBR9tSuFYWjmBXva88EB8j9xge4P6JiXJWZUkZVZwOruqwzvKz8OWORMCiAl1IyLQWSzVFrkiheWNnEgvZ8msMKMpZLgYvRLSrbfeyu23386sWbOQSCTs2rWL2267zdCxGR02Vrp/wObWrp1LARztLKhrUl72upujZacVEujkhg6eKqFFrsLa0pTwACeOny2nrkmBo60FE0d48+vRfJpb23qtwz81p4rPfz7L2EhPbp82FIAz56tZvz2DSSO8mTcpsOPac0V1/HNdIn6edj1KRjUNcg6dLiExvYLM/Fra1LoWAakEHGzNsbM2x9LcBFMTnfqCRisgV6ipb1J2aNkp29Qo2jR0Ne8xN5NhY2mKg605ns7WxAx1w8vVGj8POwK87HpNsFQQBHafKGTttrOoVBruuzmceZOD+mTrq7344nhaOUmZFeQUNwA6C4+RYW7EDHUjOsQFZ3vj2nIRMW62Hc7DzETabbtIf6NXQnr44YcJDg4mISEBExMTnnzySSZPnmzo2IwOO2tdUrjU2fRinOwsLlshga7q7WxuTafX2kux88saiQh0ZvgFd9LUc9VMHunD1NG+bD2Uy96kIm6ZeP0yTRW1raxedxIvF2v+vCgGqVRCQ7OSf69PwtPFmsduj+6ouKppkPP6/45jb2POy8vj9UpGWQW1bNqXw/G0MrSC7vubPS6AMH9HArzscXey6tFgLgiCblWk0YIAEqnkgpSQ4QspKmtbWfP9aU5lVxER6MwTd4wwuLCoIAhkFdZxJKWUI6mlVNXJkUog1M+JpbPCGBXmTqC3/YAQZRUxPprlKvaeLGLySB+jKcC5FL03wCdOnMjo0aM7turq6+txcBg45b69QfsqpVne/QrJwcac3JLLrTncnaw4mFyMSq3tsNzukBUqaSAi0JkgHwdsLE05nV3F5JE+BPs4EOrnyM+H8rh5/PVVtLUqVPzj8+NotVqef0CnwiAIAu99d4rGljZeenBSx8pCpdbyz3WJyJVq3nhoHI62Vz4zqqxt5bOtaSScKcPG0pT5U4K5Mc7vul0mJRIJJjJJnx7GC4LAzuOFrN16BkGAFbdFMXusv0GTQF2Tgt0nCtl1opCy6hZMZBJiQt2468YwYiM8OiZCIiLXw5GUUtpUGmYZ6eoI9ExI69at46233kKl0g3E7Q2eGRkZBg3O2LAyN0EqgeZuzpBA16tU39x2WWm4p7M1WkGnhdc+UDvbW2BvY8b5CwlMJpUwYqgryVm/257PnxzM6i8TOZpaysQR3l1+5tXQaLS8uT6JgvImXloW3zHT//VIHonpFSyfN7xTEcO6X9LJKqjjmXtGX7GhVjd4F7B2axpaQadKfsukICwHaINlTYOc/3x3muSsSqKCXVh5Z4xBFa7zShvYtDeHI6klqDUCEYHO3Dl9KHHDPY1yf19kYLM/uQhvV2tC+vj8syfoNXJ89dVXfPPNN0RERBg6HqNGKpVgbWnabVED6LbstFqBhhZlp5VFuytoaXVLR0KSSCSE+Dp2SAgBjAl353BKKTnF9YT4OhIf6YmPmw1fbc8gLsLjMh25q6HVCrz//WlOZlTw6IKoDrHM/LJG1m47y6gwN+ZO/P3c6GRGBVsOnmfO+IAOO/WuaFNp+OCHFPaeLOqxJYMxcjilhA9/SKFNrWXF/Ehmjwsw2KqooLyRDTsyhoI5ZwAAIABJREFUSThThqW5CbPHBTB7rH+nBmQRkd6ksq6VtPM1LJkVZtSN0HolJFdX1z98MmrHxsrsikUN7SXRNQ2KTgnJx02XhIormztZS4T6OZKUWUGzXIWNpSljwj2QSSUcPl1KiK8jMqmEh26N5MVPEvh2Vxb33BSud6warcBHm1LYk1jEXTeGMntcAKDrQXpz/UmsLU3586KRHb+gdU0K3vv2FP6edtw/t/t/7xa5itc/P07a+RoW3xjKohmhA/ZcQ6FU8/GPZ9idWEiIrwN/uWukwcqlWxUqNuzI5OfDuViYm7D4xlBumRg4ICwpRAY2h06VADC5m0Z7Y0GvhDR+/Hi+/vprpk2bhrn574dhf7QzJABbK1Mar7BCam80q66Xd1IAsLcxx87a7DK/pPAAJwQBMvJqGBPuga2VGaOHubMvqYi7bxqGiUxKTKgb08b4smnvOUKHOHaUal8JuVLNe9+e4khqKbdPC2HRjaEd733y4xmKKpp4efnYDiVuQRB4f+NpWhQqXn9kXLcrsRa5ihc+PkpuSQN/XTKKKXoojhsreaUNrF6XSFlNC3dMH8riG0MNdl51NreGf29IoqZBzqyx/iydNUw8GxLpM46fLSfIx76jSd9Y0SshffLJJ7S1tfHqq692vPZHPEMCsLO+vM/oYtpFNbsSYfXzsCO/rKHTa6F+TpiZSDmdXcWYcA8Aboz34/jZchLOlHWcGz08P4rC8iZWf3mSJ5eOYnxU971J2YV1vPttMiWVzSy7JaJTA9zuEwXsOlHI7dNCOikM7DxeQGJ6BQ/OG96tSKqiTc0rnx0jt6SB5+6LJTbCo9sYjBlBEPjtWAGf/nQGGytT/rFiPJHBLgb7vJ8P5/LpljTcnax44/GuvaRERAxFQ7OSrIJa7pwRevWL+xm9ElJqauo1PXzbtm189NFHqFQq7rvvPpYsWdLp/dzcXF566SUaGhpwdXXl7bffxt6+fw2iroauiq6h2/ftbcywMJNRXnN5QgrwtmNHQgEajRbZhZm4uamMyGCXjmQgkUgYHeaOp4s1m/fnMCHaC4lEgqW5Ca88NJaXP01g9bpEJkR7MX9KMEE+DsikElRqDel5texIyOdwSilOdua8+vA4okNcOz4/s6CWD35IJTrEhSUzwzpeL61u5rMtaUSHuDB3QuClYQO67b+3v04ms6CWp+8ePWCTUZtKw0ebUtmdWEjMUFf+ctcog/o1fbMzi69/yyQ23IO/3DXymuSKRESuh+SsSrQCnY4KjBW9ElJbWxsHDhygpUVnPqfRaCgsLGTVqlXd3lNRUcE777zD5s2bMTMzY9GiRcTFxREcrJutC4LAI488wt///ncmTZrEv//9bz755BOeeuqpXvi2DIeuiq57gVWJRIKXqw0lVc2XvRfi48BWVS6FFU2dnBnjhnvy4Q8p5Jc1EuCl6zO5Y1oI7313moOnSjqM+GytzFj92ES+253F1oPnOZxSqovJ1pymVhVqjRZrS1MW3hDC7dNCOjWIllY384//ncDFwYKn7x7TkRA1Gi1vf52MTCblz4tGdnsW9NWv6SScKWP5vOFXLHYwZqrr5bz++XHOFzewaEYoi2807NnXL4dz+fq3TG4Y7cvKO2MGjBCtyOAiMb0CB1vzAaHKr1dCWrVqFUVFRVRVVREeHk5KSgqxsbFXvOfo0aPEx8d3nDPNnDmTHTt28PjjjwNw9uxZrKysmDRpEgArVqygsbGx2+cZC872lmi1AvXNym413XzcbMi8IAl0Me1bNel5tZ0S0rhITz7enMqB5OKO16eOHsIvR/JYuzWNUcPcO8qATU2kLJ01jPmTgzl+toyy6lbqmhTYWJoS6udITKjbZWKsNQ1yXvokAY1W4MVl8Z3OLr7dlU1WQR1PLR3VrdDioVMlbNqXw+yx/twy6fobdPuD9Lwa/rkuEWWbhhceiDP4Ci+nuJ7PtqYxJtxdTEYi/YZaoyU5q5JxkZ4DovBIr4SUkZHBzp07efnll7n//vsRBIFXXnnlivdUVlbi6vr7dpGbm1unrb/CwkJcXFx45plnSE9PZ+jQobzwwguXPaexsfGyRFVeXq5P2AbB9YLnUVVda7cJ6VJJoHbcnaxwsdcZ8d08PqDjdXsbc0YPc2dPYhFLZoVhaiJDJpXw2MIRPPmfg7y1IYnnH4jrNKhZW5rqZTlcXtPC8/89SmNLG6+vGNeptPhMTjUbd2dxw2jfbm0uiiqaeG/jKYb5O7H81sirfp4xsj+piP9sPI2LgyWvrxhncCNBQRBYuzUNGyszVi0eKSYjEb0wxFiXkV9Li1w1ILbrQM+E5ObmhomJCf7+/mRnZzN79mzkcvkV7+lKfPXi+ne1Ws2JEydYv349kZGRvPvuu6xevZrVq1d3umfdunWsWbNGnzD7hPZGyfKa1k4uqhdzsQLDxYflEomEEUPdSEgr63SOBDBnQgDHz5azL6mYGy/YSQT7OvDQ/Eg+2pTKx5tTWXFbVI9mOWdyqln9ZSJarcDrK8YxdMjvlhE1DXLeWH8STxcbVtzWtX2xXKnmn+sSsTCT8cw9ozsUJgYKWq3ANzuz+HZXFsODnHn23tg+qWw7V1RP2vkalt86XLQDF9EbQ4x1iekVmMh0DfcDAb0SkpWVFdu2bSMsLIyNGzcSGBhIff3l8jgX4+7uzsmTJzu+rqysxM3t96ouV1dX/Pz8iIzUzbrnzJnDypUrL3vOvffey/z58zu9Vl5eflmBRF9xcYNrd7Tv1Z4rqr+semt0uDu7EwtJz6vt9F50iCvBPvZ8vyebG0b7dpQfzx7rT2VtK5v25dDQouTx20dcdZBTKNV8szOLnw7k4OVqw/MPxHXSYVOpNaxel4hCqeb1h8d1qawgCAL/3ZxKcWUTrz40dsCJeCpVGt779hSHTpcwfcwQHrs9us8kiE6klyOVwA2jfPvk80QGB4YY6xLTyxke5NJrgsOGRq+/0BdffJHMzEwmTJiATCbj7rvvZtmyZVe8Z9y4cSQkJFBbW4tcLmfnzp0d50UAMTEx1NbWkpmZCcDevXu7bL61s7PDx8en038eHv1X4WVuKsPNyYriyqZur3GwNcfD2YrMgsvPkUaGumFmKuNQSkmn1yUSCUtmDaO8ppWfD+d2ev2+OREsuyWCY2nlPPqvvWw9eL5LgdeaBjnf78lm+f/tZvP+HKbH+vHWnyZ1SkaCIPCf706TWVDHnxbF4NeNNNCexEL2nizizumhjBhqPBbH+lDTIOfZDw5zOKWE+24OZ+WdI/pUD6+0qgUPZ2ux4VWkR/T2WFde00JxZTNjBsh2HVxlhXT33Xd32ma75557EASB0NBQtm/fzuLFi7u9193dnVWrVnHPPfegUqlYuHAhUVFRLF++nJUrVxIZGckHH3zA888/j1wux8PDgzfeeKP3vjMD4udhS0HZlQswwgOcOZlRcVk1nqW5CXERHhw+XcryecMxNfm9AXX0MHdGD3Nnw45M4od7dqzGAG6dHEx0iCsf/3iGT7ek8emWNAK87HC2t0Sj0VJe20rZhVVbdIgLf58Ve1m/iyAIrPslnf3JxSydHdZttVxBeSMfbT5DVLBLp4bagUBmQS3//OIErQo1z90XS7weTcS9jbJN02OJJxGR3iYxvQLQ7coMFK6YkJYuXQrArl27aG5uZsGCBchkMrZs2YKd3dUPhufOncvcuXM7vfbpp592/P/o6Gh++OGHa4m7X/H3tCM5sxKVWtMpoVxMdIgLe08WkVvacFm55fTYIRw6XULCmbLLigkeWRDF42/u498bkvjno+M7PT/Ay57Vj02goLyRw6dLyS6qo7ZRgYlMgr+nHTPj/Bgb6dmlyrYg6M5TNu3L4aZx/txxwQvpUuRKNf/6MhErCxOeXDJqwBzIa7UCWw+d54uf03FxsOTfK8d1u/ozNM4OFpzNre62NUBEpC9IyqzAy8UaLxfD2qb0JldMSDNnzgRg7dq1fPvtt0ilum2PKVOmcOeddxo+OiMlwNMejVagsLyJoG5q+2MubHOdzKi4LCGNCHHF08WarQdzmTjCu9Mq1M3Rij/dGcPqLxNZ830Kf7oz5rJBzc/DDr9Z+g+2Wq3A/7adZcvB80wb48vD86O6FFgUBIEPf0ihuLKZ1x4eh6ORWZV3R0lVM2u+P03a+RrGRnqy8o4R/bpdNszfie1H88kurBNVGUT6BaVKw5mcamYasdVEV+i1sV5XV4dS+bsLaktLCw0N3asVDHaCfHVVdBerdF+Ko50FoX6OHEsru+w9qVTCrZODyCqsIzWn+rL3x0d7sWRWGHtPFrHm+9NotNduF98uhLrl4HnmTgxk5R2XJ7h2fj2az/7kYu6aGdZJ4cFYqWtUsHZrGo+/uZe8kgaeuGMEz947pt/PbmLDPTA3k7E9Ib9f4xD545J2vpo2tZZRYQPr/FevKrs5c+Zwxx13MGPGDARBYMeOHdxxxx2Gjs1o8XS2xs7ajIz82iuaXY2L9OTzn9Mpr2npdB4EMH3MEDbuzmb99gyigl0uW7HcOX0oGo3At7uyqKqX8+SSUT12eUzNqeK9b09R06BgxfxIbhof0K30fHpeDZ9tOcPoYe7dbufpQ5tKQ0ZeLWfzaiiqaKKuSYlcqUYqASsLU+xtzHFxsMTT2QovFxu8XG1wcbDQWxK/feZ3ILmYI6mlaDRabhg9hLtvGtZtX1hfY21pysw4P345ksedM4YOqC0TkcFBUmYlZibSDhfqgYJeCelPf/oTERERHDt2DIC//e1vf0gL83YkEgnhAU6XWZJfyoQR3nz+czr7kopZfElxgJmpjMU3hrHm+9McOl1y2VmSruouDBcHSz7+MZVH/rWXe24axrQxQ67aD5Rf1si3O7M4klqKl4s1qx+bcMWto6o6Of9cl4iroxV/vat7+aArUV7Two/7cziQXEyLQpeA3J2scXGwxNneAkHQ2S+cL67nWFoZKrW2415zMxmezta4OVrh7GCBg405luYmyGQStFqBZrmK6no5RRVN5JU2olJrsbYwYUbsEOZNCrpuZ1pDsOCGEHadKGDtlrO8sCyuv8MR+YORlFFBZLAL5gOsuEZva8/p06czffp0Q8YyoIgKduVYWnmXq5923BytiAp2YXdiIXdOH3rZQD89dgjbEy7IA4W5dym8OTPejzA/Rz7clMIHP6Tw9W+ZTIzxJmaoG96uNthamaJUaaiobSWroI6EM2Vk5NdiYSbjrhtDmT81+DIpoYuRK9W89r9jtKk0/GPFuB5vdzXLVazfnsH2hHxkUgnjo7yYGONNZJBLt86xWq1ATYOC0qpmSqqbKalqpry6lcq6VjLya2i6xG9KItH5THm52DBnQiDRIS4MDzLuPzYnOwsWzQjj85/PciytrF+q/UT+mJRVt1Ba3cKcboSSjZmB6TVtBLR3Pp/KrmL22O49RmbF+/PG+pMkZ1VeJt+hkweK5sn3DvLJT2dYtXhkl8/w87Rj9WMTOJVdxc+Hc9l+NJ+tB3O7vNbf0457bw5nZrzfVRto1Rotq79MpKCskRcfjGdIDyV1UrKrePubJOqblMwa68+dM0L12jaTSiW4Olri6mhJdBcd5BqNFqVKg1ojIJPqlM4HYrXaLZMC2ZdUxMebU4kOcR2w1u4iA4ukTF2596hhA+v8CMSEdM34uNng4mDJqaxKZl/hHCk+0hNHW3O2Hc7tUk8qxNeR26cP5btd2YwMdetQ9r4UiUTCyFA3Roa6IVeqyS1poLKulYbmNsxNpTg7WBLkba+3ooJWK7Dm+9MkZ1by+O3RjArTv1dBEAS+33OO9Tsy8HGz4YVl8b2qJCyTSbHqw0ZWQ2Eik/LYwmieXnOIr3/LZNktw/s7JJE/ACczBl65dztiQrpGJBIJYy44u7apum+ENDWRcvOEANZvzySvtKGTync7i2eEknqumve/P42Pm023peTtWJqbEBHoTATO1xS7IAh8tjVNZ20+M4yZ8f5636vRaHn/+9PsSSxicowPj98ejYU48++WMH8npo8Zws+Hc7lpXIDRO3aKDGxUag1nztdwY9zVhZeNkYE/De1H4oZ7oGjTcDq76orX3TwuAEtzE77bnd3l+zKZlGfvHYOtlRmv/e84lbWXm/v1Fjol6rNsO5TLvElBLJqhf0WdWqPljfUn2ZNYxOIbQ/nrkpFiMtKDpbOHIZVI+H5P1//+IiK9xbmietpUGqKCjb9toyvEhHQdRAW7YmNpepku3aXYWJkxd2IgR1JKySvtun/L0c6Clx6MR9Gm4e//PUJ1/ZXV1K8FjVbgo02pbDl4nlsmBrLslgi9y601WoG3NiRxNLWMB+cN566ZYXrf+0fHyc6CGXF+7Esqor5JefUbRESukbTzusrf8ICB2ZAtJqTrwNRESvxwT06cLUel1lzx2lsnB2FtYcJX2zO6vcbf045XHxpLQ3MbT685RFFF9wKuPUVxQRJoe0I+C6YGd9il60O78vfhlFLunxPBvAFq0tefzB7nj1ojcOj0lScvIiLXQ9r5avw8bHvcs2gsiAnpOpkwwotWhZqTGZVXvM7WyowFN4SQmF7BmS7UGdoZOsSR/3t0PCq1lqfeP0Ri+vWbEZbXtPC3Dw9zLK2MZbcM5745+q+MADbvy2FHQj4LbwjhtqnB1x3PHxE/Dzt83W175d9TRKQr1BotGfm1A64Z9mLEhHSdjAhxxcHGnH1JRVe99pZJQbg6WvLZ1rQrygEF+zjw5hMTcXe04tW1x/lsSxpK1ZVXYF0hCAL7k4v589v7Ka9u4fkH4rh1cs9WNyczKlj3azoTR3hz9+xhPY5B5Heig11Iz69Fex1SUCIi3ZFb0oCiTUNE4LUVOxkDYkK6TmQyKZNH+pCYXt6lR9HFmJvKuO/mcHJLGth1vOCK13o4W/PGyoncNM6fLQfP8+i/9nDoVIneg1l+WSMvfZLAWxuS8HGz5d2/TCE2vGfeKhW1rfx7QxL+nnasvHPEgOwFMib8vexQtmmorDNc0YrIH5ecYp22Zqif41WuNF7EEqle4IbRvmw5eJ7DKSXcNC7gitdOHOHNr0fz+fLXDMZFeV3RUtvcVMYjC6KZEO3NJz+d4Y31J/H+zZoZsX7ERnjg42bTaeutVaHiVFYVuxMLScqswMrClIdu1WnY9dRGQqPR8taGJARB4Nl7Y6+o9iCiHy4Ouh6xukZlt+oeIiLXSm5JA7ZWprg6DCx354sRR5leIMDLDj8PW/YmFl01IUkkElbcFsWf3trH+u0ZPLow+qrPjwx24d1VkzmSWsrWQ7l8+Ws6X/ySjp21GW6OlpjIpDS2tFFe04JWAEdbc+6YPpR5k4KuqtbQHZv355CRX8tf7xop9s70ElbmOmkouVLdz5GIDEbOl+j6HAdy9auYkHoBiUTCtDFD+N+2sxRVNOHrbnvF6/097ZgzIZBth3OZETeEEN+rL7FlMimTYnyYFONDdb2cxPRyzhXVU9OoQKsVcLa3ZFKMD9EhLgzzd0J2HUoHJVXNfP1bFuOjvLpVjhDpOVpBt906gMcLESNFo9FSUNbIzeOvPCE2dsSE1EtMGeXDF7+ksy+piHtuCr/q9XfNDOPg6RI+3nyGN56Y2KPzGRcHS2aPC2D29QTcDYIg8N9NqZibSnl4fuSAnm0ZGy0KnWhsVyK6IiLXQ1W9HJVae9XJsLEjFjX0Eo62FowIceXAqRIE4eqFB9aWptw/J4Kswjr2nrx6hV5fkZhRwelzVSydPWzAOMYOFGoaFAA42A7MHhER46W8pgUAD2erfo7k+hATUi8yKcabytpWsgrr9Lp+ykgfQv0c+Wp7OgojOFfQagW++jUDLxfrKxoPilwbpVXNmJpI9RbAFRHRl/IaXeXmQC+WERNSLxI33BMTmZTDp0v1ul4qlfDA3AhqG5VsOXjewNFdncT0cvLLGll0Yygmg0Bt29jIK23Az8O2xxWPIiJXo7ymBRPZwJ/siKNOL2JjacqIoa4cSyvTa9sOIDzAmbgID348cJ5muerqNxiQnw/n4epoyaQR3v0ax2BEoxXILqzXq4BFRKSn1DUpcbQzH/CTHTEh9TJjwt2pqG2lpKpZ73sW3RhKi1zFbwn5BovralTUtnL6XBUz4/2uq0JPpGvySxuQK9UDVvRSxLipb1YOWP26ixFHnl6m3Uk25Vz3enWXEuzjQGSQCz8fybuipJAhOXiqGICpI3375fMHO+0WJVEhA9MWQMS4aWhWYn+FJvuBgpiQehlPZ2uc7CxIz6vp0X03jfenul5O6rkreysZisT0CoJ97HFzGthVOsZKYkYFAV52elm8i4j0lIbmNnGFJHI5EomEMH9HzhXW9+i+2HAPLM1lHD1TZqDIukehVJNVWEdMqFuff/YfgfomJRl5NcRG9ExLUEREXxRKNVaDwCzToAlp27Zt3HTTTcyYMYMNGzZc9v6aNWuYOnUq8+bNY968eV1eMxAJ9LanrKaFVoX+RQpmpjKiQ1xJzrqyjYUhOFdUj1YrEB4wcFWCjZmEtDK0AoyP8urvUEQGKW0qDWamsv4O47oxWEqtqKjgnXfeYfPmzZiZmbFo0SLi4uIIDv7dTyctLY23336bmJgYQ4XRL/i66bqlS6qae1RVFR7gzLG0cuqaFDja9t3WTruLbZC3fZ995h+Jg6eK8Xa1wd/Trr9DERmECIJAm1o7KBKSwVZIR48eJT4+HgcHB6ysrJg5cyY7duzodE1aWhqffvopc+fO5dVXX0WpHBz2zu3NaZV1PbMhD/TSJYTC8t5zitWH4spmbCxNRWUGA1BZ20ra+RqmjPIRZZhEDEKbWguAmenAP4Ex2AqpsrISV9ffK4rc3NxITU3t+LqlpYVhw4bxzDPP4O3tzd/+9jc+/PBDVq1a1ek5jY2NNDY2dnqtvNy4XTcd7XSHi3WNih7d53FBVbuitm/9cspqWkRFbwOx54Is1NRRYvWiyJW51rGu7YJ5p/kgWCEZLCF11Rh68QzR2tqaTz/9tOPrBx54gOeee+6yhLRu3TrWrFljqDANQrvlQ08bXds1zhqa+3alWFXXir+nuF3X22i0ArtPFDAixBV3sXpR5Cpc61jXnpAGw5adwRKSu7s7J0+e7Pi6srISN7ffq7hKS0s5evQoCxcuBHQJzMTk8nDuvfde5s+f3+m18vJylixZYqDIrx8TmRQTmbTH+nRmJlKkElC09dyu/FoRBIHqBgWjh4kVYL3NqaxKKuvk3Dcnor9DERkAXOtY16YSt+yuyrhx43j//fepra3F0tKSnTt38tprr3W8b2FhwZtvvklcXBw+Pj5s2LCBGTNmXPYcOzs77OwG3mGwmakU1YW9XX2RSCRIpVI0mp7ddz20KNQo2zQ424vnR73NL0fycLA1J364Z3+HIjIAuNaxbjCtkAyWUt3d3Vm1ahX33HMPt956K3PmzCEqKorly5dz5swZnJycePXVV3nkkUeYNWsWgiBw//33GyqcPkcqkaC9BtUFrSD0yBvpeqmu1xVeuAxwUUZjo7S6maTMCmbF+2NqMvBnriLGi3IQJSSDdlLNnTuXuXPndnrt4nOjmTNnMnPmTEOG0G8IgKSHiUWjFdBqhT79xaqs0xVQuDqJCak32XowF5lUyk3j/Ps7FJFBjnIQFTWIUzcDodVqkfawzFfZpjtzMjPpu1+ssmqdsZfnAPdRMSYampXsOlHI5JHeYim9iMFpP6u2FJUaRLpDpRYwkfUwIbXPdMz6LiG19yDZDQJhRmNh66FcVGoNC6aG9HcoIn8AFErduCEmJJEuEQQBtUaLSQ/PDpRtfb/0zi2pJ8DLXmza7CWaWtvYdiiXcVFe+Lrb9nc4In8AWi+skCzMxIQk0gXtFhI9PcxWX6iu66tDcKVKQ25JAyG+Dn3yeX8ENu09h6JNzeIZof0disgfBEVb+5adeIYk0gXtiUUm7dmPt70qr68WK5l5tag1AsODRFHV3qCqTs62Q7lMjvHBT9StE+kjWi804FuIW3YiXdGeWHpa1NDu1NpXJn0n0ssxkUmJDHLpk88b7Hz5azoCcPfsYf0disgfiLomJbZWppgMAqfngZ9SjZiernTaDyV7qvBwLWi0AodTShgV5mbwmZVGo6WspoWG5jYEQcDa0hR3JyusLEwN+rl9yZnz1exPLubO6UNFk0ORPqWuSTFoqjnFhGQA2ldGPW2MtbXSDdD1TYbXsktML6e2UckNow0j+qloU7M/qZgjKaWk59V0KBJfjJeLNZHBLsQP92TEUNcBO8NTtKl5f+Np3J2sWDhNrKwT6VvqGpU49aFdjSERE5IBaK+uU/dQAsjURIaTnTkVdYZX+/7pwHlc7C2I62UX0zaVhq2Hctm09xzNchXertbMGudPoJc9jrYWyKQSmuRtlFa1kF1Yx8FTJfx2rAAHG3NmxA3h5vEBOA8w1Yivfs2grLqF1x8eNygqnUQGFtUNcqJDXK9+4QBA/OsxAB3iqtcgkjrE3Y78ssarX3gdnM6u5GxuDctvHd5xbtUbZOTV8u63yZRWtzAm3J0FU0MID3C6Ykm5Sq0hObOSXScK2bT3HD/uz2HamCHcMX0obo7Gv/V1Ir2crYdymTMhgOihg2NQEBk4KJRqahoUeA0S+xgxIRkIG0vTHttPAIT6OfL93nO0yFVYW/b+GYtGo+XTLWm4OVkxK96/V54pCAKb9+Xw5a/puDhY8spDYxkZ6nb1G9GtCuOGexI33JPymhY278th14lC9p4sYs6EQO6YPhQbA/wceoPSqmbe/jqZQC977hcVvUX6gbIandKKl6tNP0fSOwzMTfsBgJ2NGfVNPTPoA4gJdUOrFUjKrDBAVLBxzzkKy5tYPm94r2jmKVUa/vXVSb74JZ1xUV68/+RUvZPRpXg4W/Powmg+fnYak2K8+elADg//czc7EvL7rPJQXxqalbzy2TGkEgnP3jdmUAhbigw8SqqaAfAWE5LsS4OHAAAZgElEQVTIlXCxt+xQ0u4Jw/ydcHGwZOfxgl6PKe18Nd/uymLKSJ9esURobm3jhf8e5UhKKffPCefpu0f3SuWcm6MVf140knf+PBlfd1s++CGFJ987QFZB7XU/uzdobm3jpU8TqK6X88IDcR2W9SIifU1ReRMSCYNmy05MSAbCw9mK0uqWLp1zr4RUKmHuhABSzlWTnlfTa/GUVjXzz3WJeDpbseK2qOt+Xl2Tgmc/PMK5onqeuWc0t00N6XX5oSAfB/756HieXDKK2kYFT/7nEO9vPN3njroXU9eo4O8fHaWgrIln74tlWIBTv8UiIpJVWMcQd9tB0RQLYkIyGEPcbWlVqKmu7/m23U3jAnCyM+e/m1NRqa/fPbasuoW///coggAvLou/7rOp2kYFz314hLKaFl5cFseEaO/rjrE7JBIJk0f68NEz07h1chB7Egt5ePUefj6c26dGhgC5JQ08+Z+DlFQ388IDcYwe5t6nny8icjGCIJBdWMfQIY79HUqvISYkAxF0QR/uXFFdj++1MDfh0QXR5JU28tGm1B6vsi4mM7+Wp9ccQtmm5rWHx1734WfdhWRUXS/nleVjibnG86KeYmVhyrJbhvOfv04hyNuej388wxNv7edEevl1/Xz0QasV+PlwLk/95yAarcDqRycwMqxvvm8Rke4oq26hqVVFqN/gSUiDY51nhAR522NmKiMtt4ZxUV49vj9uuCd3Th/Kd7uzMTGR8tCtkT1qHFVrtPx04Dzrt2fg4mDJS4+Mv2716fomJX//71FqGuS8vHwsEYF9r4E3xMOO11eM41haGZ//nM5ra48zzN+JxTeGMmKoa69vG54vrufTLWmcza1hZJgbqxaNxMHWvFc/Q0TkWsgq1E12B9MKSUxIBsLUREZEgBOnsiqv+RlLZoWh1mjZtC+H3OIGViyIItjnysrcGq3A8bQy1u/IpKiiibGRnqy8YwQ2Vtfnd9TU2sYLHx+loraVl5fH90syakcikTA20osx4R7sPF7Axt3ZvPhJAoHe9sydEMCEEd7X3aCaU1zPpr3nOJJaio2lGSvvGMH02CGiTYeI0ZBdUIeFmYwhHoNHyFdMSAZkdLg7n/6URnFlEz5uPV+dSCQS7psTQZC3A//9MZVV7xwgKtiF8dFehPk54epoiUwqoaG5jaKKJs6cr+ZwSinV9XK8XKx54YE4xoS7X/cg2iJX8eInCRRXNvPisjijEWM1kUm5aVwAM2KHsC+pmJ8O5PDed6f55KczxEV4EhvhQVSwC/Y2V1/RCIJAcWUziekVHDpdTE5xA5bmJiy8IYTbpoYYbS+UyB+XrMI6gn0dkEkHzyRJTEgGZHyUF59tSWN/UjFLr0MBemKMNzGhrvx2rIDtCfl8tCm1y+tMZBJiQt1YdksEYyO9euUXVa5U88pnx8graeC5+2P77MyoJ5iayLgxzo8ZsUM4m1vDvqRiEs6Usj+5GNCVxPp52uHuZIWdtZnOkVfQGZvVNSooq24ht7SBhuY2AIJ87Hno1kimjvYVE5GIUdKm0pBX2sC8SUH9HUqvIiYkA+Jsb8nIUDd2nShg0Y2h1yUeamNlxoIbQrhtajCl1S3klTZQXa9AEARsrUzxdLEh2NehV91mFUo1r649RlZhHU/fPZrY8N7VvettJBIJw4NcGB7kwqMLo8kuqCMtt5qc4noKyppIyqykTdW5atHa0hQPZyvGDPMgzN+JmKGuolq3iNGTW9qAWiMMqoIGEBOSwZkzIZBXPjvGgeRipo0Zct3Pk0gkeLvaGLwzW6FU89r/jpOeW8Nf7hrF+GsozOhPZFIJwwKcOvUJCYJAm1qLQqlGIpFgaW7SZ+68IiK9SVbB4CtoALHs2+CMCnMjwMuOjbuze6z+3V+0KlS8svYYaeerWbV4JJNH+vR3SL2CRCLB3FSGvY05dtZmYjISGbBkF9ThYm8x4JTxr4b4F2lgJBIJS2cPo7S6hV+P5PV3OFelWa7ipU8SSM+r5S93jWLKKMP4JYmIiFw7WYV1DB1k23UgJqQ+Ycwwd0aGurF+RwaVfeB1dK3UNSp49oPD5BTX88zdowfNykhEZDDR0KykoraV0EG2XQdiQuoTJBIJjy6MRhDgvW9PGZ1yNUBRRRNPvn/oghxQ/DU184qIiBiewdgQ245BE9K2bdu46aabmDFjBhs2bOj2uv3793PDDTcYMpR+x93JiofnR5GaU82GHRn9HU4nUrKrePr9Q7S1afi/R8YbZWm3iIiIjpyieiQSnfjwYMNgVXYVFRW88847bN68GTMzMxYtWkRcXBzBwcGdrquuruZf//qXocIwKqbHDiGzoJbv95zD3cmamfF+/RqPIAhsOXiez39Ox9fNhudFKwUREaMnp7geHzcbLAeJwvfFGGyFdPToUeLj43FwcMDKyoqZM2eyY8eOy657/vnnefzxxw0VhtGx4rYoRoW58cEPp9mTWNhvcTQ0K/nH5ydYu/UscREevPHERDEZiYgMAM4X1w/K1REYcIVUWVmJq6trx9dubm6kpnZWGPjyyy8JDw8nOjq62+c0NjbS2NjY6bXy8vLeDbYPMZFJ+du9Y/jH/07w7renqG1UsPCG3vcSuhLH0sr48IcUmlpVPDhvOLdMDBQ12kRE+hl9xrraRgW1jUpCxITUM7qyBLh40MvOzmbnzp188cUXV0ww69atY82aNQaJsb+wMDPhxQfjePebU3z5awbniup7RQD1alTWtbJ2axpHU8sI8LLjlYfGEuBlb9DPFBER0Q99xrqc4npgcJ4fgQETkru7OydPnuz4urKyEje33w/Ld+zYQVVVFQsWLEClUlFZWcldd93F119/3ek59957L/Pnz+/0Wnl5OUuWLDFU6H2CqYmMJ5eOItjXgXW/pPPoG3tZPi+SCSO8en21Ut+kZPP+HH4+nHuhLyqM26aEiI2hIiJGhD5jXUGZbgUV4DV4FL4vxmAJady4cbz//vvU1tZiaWnJzp07ee211zreX7lyJStXrgSguLiYe+6557JkBGBnZ4ed3eD84UskEuZPCSY6xJX3vjvFG+tPsuWQI3dMH8roMHek1ymOWlDeyK9H8tidWIRKrWHqKF+WzArDzVHUahMRMTb0GeuKK5txsrPAymJwiv4adIW0atUq7rnnHlQqFQsXLiQqKorly5ezcuVKIiMjDfXRA45Ab3ve/vNkdp8o5NtdWby29jgezlZMHeXL2EhP/Dzs9EpOWq1AQXkjJzMqOJJayvniBkxNpEyO8WHBDcHXZIEhIiJiPJRUNuPjZlgdy/5EIhja/9kAFBcXM23aNPbs2YOPz+BSE1BrtBxOKWXX8QLOnK9GEMDWypRgHwe83WxwsbfE2tIUiUSCVqulqVVFdb2ckqpmcksaaJarAAjxdWDKSB8mj/TRyw9IRETE+Lh4rPP29mbx878yeaQPjyzovhBsIDP4CtkHOCYyKVNG+jBlpA91TQqSMipJz6shr7SBPYmFyJU6+wSJBNqnEjr7CWvGR3sRHuBEVLArLg6DS3RRROSPTn2TkhaFelDvdIgJyYhxtLVgeuwQpsf+blvRqlAhV6rRaARkMgm2VmaY9aIHkoiIiHFSWt0CYHDrmf5ETEgDDCsL00F7oCkiItI91fVyAFwdB+/uh1j3KyIiIjIAqGnQJSRne4t+jsRwiAlJREREZABQ3aDAysJkUO+QiAlJREREZABQXS8fdA6xlyImJBEREZEBQE2DfFBv14GYkEREREQGBE0tKuysDat32d+ICUlERERkANDU2oatgQWY+xsxIYmIiIgYOYIg0KJQYWM1eAsaQExIIiIiIkaP/P/bu/egqMoGDODPCguKqIRysSzn85KO5WUMVLwxRAjLuuONRgTCsryWEk4m2k3TJjQLnWFGrczpDyoBUQfyDuINhtJy8EajM4pKrqCojCyyt/f7g9xP4pL6tZz3LM9vxhl3l919zsvxPPueXd+tt0EIwLsTZ0hERKSg2vsNa1R24QyJiIiUdN9sBQB08nTtxXVYSEREkjNb7ADg8utWspCIiCRnsTas8u/JQiIiIiVZHDMk1z5ku/bWERG5ALOVp+yIiEgCZgtP2RERkQQevIfEGRIRESnKLgQAwK2DRuEkzsVCIiKS3F99BI2GhURERAqyN3ymAS7eRywkIiLZCZ6yIyIiGdh5yo6IiGTwYIbk4n3EQiIikt5fhdTBxRuJhUREJLm/PtMADd9DenK5ubmIjo5GREQEMjIymtx+4MABGAwG6PV6pKSkwGw2OzMOEZEqCccMSeEgTua0Qrpx4wbS0tLwww8/YNeuXdi2bRsuXrzouN1kMuHTTz/F1q1b8fPPP6O+vh47duxwVhwiItWyO95Dcu1Gctq3PRUVFWHUqFHw8fEBAERGRmLv3r145513AABeXl4oKCiAVquFyWTCrVu30LVr1yaPU1NTg5qamkbXGY1GZ8UmIlJEa8e6//0/JBbSE6msrISfn5/jsr+/P0pLSxv9jFarxeHDh/H+++/D398fY8eObfI433//PdLT050Vk4hICq0e69rJKTunFdKDc54Pa67dQ0NDUVJSgq+++gorVqzAl19+2ej2mTNnYsqUKY2uMxqNiI+P/3cDExEpqLVjnV0IaDScIT2xgIAAnDhxwnG5srIS/v7+jst37tzBmTNnHLMig8GA5OTkJo/TtWvXZk/lERG5ktaOdUK4fhkBTvxQw+jRo1FcXIzq6mrU1dVh//79GD9+vON2IQSWLFmCP//8EwCwZ88eDB8+3FlxiIhUK7C7F/7ztOu/MHfqDCk5ORmJiYmwWCyIiYnBkCFDMHv2bCxatAiDBw/GqlWrMHfuXGg0GvTr1w8rV650VhwiItUKGfw0XtX1UjqG02lEc2/2SO7atWsIDw9Hfn4+evVy/V8SEbVP7e1Yx5UaiIhICiwkIiKSAguJiIikwEIiIiIpsJCIiEgKLCQiIpICC4mIiKTAQiIiIimwkIiISAosJCIikgILiYiIpMBCIiIiKbCQiIhICiwkIiKSAguJiIikwEIiIiIpsJCIiEgKLCQiIpKCu9IBnoTNZgMAGI1GhZMQET2ZwMBAuLur8hDsNKocjaqqKgBAfHy8wkmIiJ5Mfn4+evXqpXQMqWiEEELpEI/r/v37OHPmDPz8/ODm5vbEj2M0GhEfH4+MjAwEBgb+iwnbhprzqzk7oO78as4OqDv/w9mHDRv2jzMkq9UKo9HYbmZTqtzCjh07Iigo6F97vMDAQFW/UlFzfjVnB9SdX83ZAXXnf9SCcXd3V+02Pgl+qIGIiKTAQiIiIimwkIiISApuK1asWKF0CCV5enpi5MiR8PT0VDrKE1FzfjVnB9SdX83ZAXXnV3N2Z1Plp+yIiMj18JQdERFJgYVERERSaJeFdPLkSUybNg2TJk3CzJkzUVFRAQCoqanBnDlzoNPpEB8f71gRQka5ubmIjo5GREQEMjIylI7zj9LT06HX66HX67F27VoAQFFREQwGAyZMmIC0tDSFEz6aNWvWICUlBQBw/vx5TJs2DZGRkfjggw9gtVoVTte8goICTJ06FVFRUVi9ejUAdY39rl27HPvOmjVrAMg/9vfu3cPEiRNx7do1AC2Pt+zb0eZEOxQWFibOnz8vhBAiKytLzJs3TwghxMqVK8XmzZuFEELs2LFDJCUlKZaxNUajUYSFhYnbt2+L2tpaYTAYxIULF5SO1aLjx4+L6dOni/r6emE2m0ViYqLIzc0VoaGh4sqVK8JisYhZs2aJwsJCpaO2qqioSIwcOVIsXbpUCCGEXq8Xv//+uxBCiGXLlomMjAwl4zXrypUrYuzYseL69evCbDaLGTNmiMLCQtWMvclkEsHBweLWrVvCYrGImJgYcfz4canH/tSpU2LixInihRdeEFevXhV1dXUtjrfM26GEdjdDMpvNSEpKwsCBAwEAAwYMwPXr1wEAhYWFMBgMAICJEyfiyJEjsFgsimVtSVFREUaNGgUfHx94eXkhMjISe/fuVTpWi/z8/JCSkgIPDw9otVr07dsXly9fRu/evfHss8/C3d0dBoNB6m24c+cO0tLSMG/ePABARUUF7t+/j2HDhgEApk6dKmX+AwcOIDo6GoGBgdBqtUhLS0OnTp1UM/Y2mw12ux11dXWwWq2wWq1wd3eXeuwzMzPxySefwN/fHwBQWlra7HirZR9qS6pcOuj/4eHhgUmTJgEA7HY70tPT8corrwAAKisr4efnB6BhyQ5vb29UV1cjICBAsbzNeTgnAPj7+6O0tFTBRK3r37+/4++XL1/G7t278dprrzXZhhs3bigR75F8/PHHSE5Odrx4+fvvwM/PT8r85eXl0Gq1ePPNN1FVVYWwsDD0799fNWPv7e2NpKQk6HQ6dOzYESNGjIBWq5V67D/77LNGl5v793rjxg3V7ENtyaVnSHv27MH48eMb/Xn99dcBNMyU3nvvPVitVsydO7fFx+jQQb4hEs18Ul+j0SiQ5PFcuHABs2bNwtKlS/Hcc881uV3WbcjKykLPnj0REhLiuE4tvwObzYbi4mJ88cUXyMzMxOnTpx3vazxMxuwAUFZWhu3bt+PQoUM4duwYOnTogOPHjzf5OVnzAy3vK2rZh9qSS8+QdDoddDpdk+tra2sxf/58+Pj4YOPGjdBqtQAaXrncvHkTgYGBsFqtuHfvHnx8fNo69j8KCAjAiRMnHJcrKysdpwdkdfLkSSxatAjLly+HXq/HL7/8gps3bzpul3kbdu/ejaqqKkyaNAl3796FyWSCRqNplL+qqkrK/D169EBISAh8fX0BAOHh4di7d2+jVfJlHvtjx44hJCQE3bt3B9BwWmvLli2qGPsHAgICmt3X/3697NvRFuR7+d8GlixZgt69e2PDhg3w8PBwXB8aGoqdO3cCaDgIBQUFOcpKJqNHj0ZxcTGqq6tRV1eH/fv3Y/z48UrHatH169fx9ttvY926ddDr9QCAoUOH4tKlSygvL4fNZkNeXp6027B161bk5eVh165dWLRoEV5++WV8/vnn8PT0xMmTJwEAO3fulDJ/WFgYjh07hpqaGthsNhw9ehRRUVGqGfuBAweiqKgIJpMJQggUFBRgxIgRqhj7B1ra15955hlVbUdbcOkZUnPOnTuH/Px89OvXD5MnTwbQMDP65ptvkJSUhJSUFOj1enTp0gXr1q1TOG3zAgICkJycjMTERFgsFsTExGDIkCFKx2rRli1bUF9fj9TUVMd1sbGxSE1NxcKFC1FfX4/Q0FBERUUpmPLxrVu3Dh9++CFqa2sxaNAgJCYmKh2piaFDh+Ktt95CXFwcLBYLxowZgxkzZqBPnz6qGPuxY8fi3LlzmDp1KrRaLQYPHow5c+YgIiJC+rF/wNPTs8V9XQ37UFvi0kFERCSFdnnKjoiI5MNCIiIiKbCQiIhICiwkIiKSAguJiIikwEIiakFKSgq2bNnyWPfJz893rKhdWFiIDRs2OCMakUtqd/8PiciZwsPDER4eDgA4ffo07t69q3AiIvVgIZHqlJSUYO3atQgICMDVq1fRsWNHpKamwt/fHytXrkRZWRk0Gg3GjRuHxYsXw93dHYMGDcLMmTNRUlICk8mExYsXY8KECcjJycG+ffuwefNmAGhy+YHs7Gxs27YNFosFd+/exezZsxEXF4ecnBxkZ2ejrq4O3t7emDJlCvbt24cFCxbgp59+gs1mQ5cuXVBaWoqoqChMnz4dALBx40bcvn0by5cvb/PxI5IVC4lU6dy5c1i2bBmCgoLw448/YsmSJejfvz98fHyQm5sLi8WC+fPn47vvvsOcOXNgs9nQrVs35OTkoKysDAkJCQgKCnqk56qtrUVWVha+/vprPPXUUzh16hTeeOMNxMXFAQAuXryIgoICeHt7IycnB0DDCgmxsbG4ffs2kpOTcfDgQWzatAnTp0+H3W5HVlYWvv32W6eND5Ea8T0kUqWBAwc6CmXatGk4f/488vLykJCQAI1GAw8PD8TGxuLIkSOO+yQkJDju+/zzz+PXX399pOfq3LkzNm3ahMOHD2P9+vXYtGkTTCaT4/YBAwbA29u71ccICwvDzZs3UVZWhqNHj6JXr17o06fP4242kUtjIZEqPbxaNdCwxP/fV8Gy2+2NvhL64fvY7Xa4ubk1+RqA5r6Q0Wg0YvLkyaioqMBLL72Ed999t9HtXl5ej5Q3NjYW2dnZ2L59O2JjY//xPkTtDQuJVKmsrAxlZWUAgG3btmH48OHQ6XTIyMiAEAJmsxmZmZkYPXq04z4PVnI/e/YsLl26hODgYPj6+uLChQuor6+H1WrFoUOHmjzXmTNn4OvriwULFmDcuHGOn7HZbK1mdHNza1SIr776Kg4ePIizZ88iIiLi/x4DIlfD95BIlXr06IH169ejoqICvr6+WLt2LTp37ozVq1fDYDDAYrFg3Lhxjq8cB4DffvsNmZmZsNvtSEtLQ7du3TBmzBgEBwdDp9PBz88PI0eOxB9//NHoucaMGYPs7GxERUWhU6dOGDJkCHx9fVFeXt5qxpCQECxcuBBarRYfffQRunfvjhdffBF9+/aV8mtNiJTG1b5JdUpKSrBq1Srk5eU98n0GDBiA4uJixxfVKaG6uhoxMTHIyMhAz549FctBJCuesiNqA5mZmYiOjkZiYiLLiKgFnCEREZEUOEMiIiIpsJCIiEgKLCQiIpICC4mIiKTAQiIiIimwkIiISAr/Bdlc8wcnadzTAAAAAElFTkSuQmCC\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "sns.set_theme(style=\"ticks\")\n",
    "\n",
    "data = df[df['artist_top_genre'].str.contains('afro dancehall', case=True, regex=True)]\n",
    "\n",
    "# Show the joint distribution using kernel density estimation\n",
    "g = sns.jointplot(\n",
    "    data=data,\n",
    "    x=\"popularity\", y=\"danceability\", hue=\"artist_top_genre\",\n",
    "    kind=\"kde\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'.  Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe6212a0c50>"
      ]
     },
     "metadata": {},
     "execution_count": 28
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "df.plot(kind=\"scatter\", x=\"danceability\", y=\"acousticness\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/axisgrid.py:316: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n  warnings.warn(msg, UserWarning)\n"
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     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fe5f0a9ae80>"
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     },
     "metadata": {},
     "execution_count": 29
    },
    {
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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "sns.FacetGrid(df, hue=\"artist_top_genre\", size=5) \\\n",
    "   .map(plt.scatter, \"danceability\", \"acousticness\") \\\n",
    "   .add_legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/categorical.py:1296: UserWarning: 14.3% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n  warnings.warn(msg, UserWarning)\n/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/categorical.py:1296: UserWarning: 53.3% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n  warnings.warn(msg, UserWarning)\n/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/categorical.py:1296: UserWarning: 16.7% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n  warnings.warn(msg, UserWarning)\n/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/categorical.py:1296: UserWarning: 79.9% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n  warnings.warn(msg, UserWarning)\n/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/categorical.py:1296: UserWarning: 41.5% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n  warnings.warn(msg, UserWarning)\n/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/categorical.py:1296: UserWarning: 25.0% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe601122e80>"
      ]
     },
     "metadata": {},
     "execution_count": 30
    },
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "sns.swarmplot(x=df['danceability'],\n",
    "              y=df['artist_top_genre'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_21\">\n     <g id=\"text_21\">\n      <!-- 979 -->\n      <g style=\"fill:#262626;\" transform=\"translate(30.973009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_22\">\n     <g id=\"text_22\">\n      <!-- 963 -->\n      <g style=\"fill:#262626;\" transform=\"translate(31.307809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_23\">\n     <g id=\"text_23\">\n      <!-- 417 -->\n      <g style=\"fill:#262626;\" transform=\"translate(31.642609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_24\">\n     <g id=\"text_24\">\n      <!-- 922 -->\n      <g style=\"fill:#262626;\" transform=\"translate(31.977409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_25\">\n     <g id=\"text_25\">\n      <!-- 944 -->\n      <g style=\"fill:#262626;\" transform=\"translate(32.312209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_26\">\n     <g id=\"text_26\">\n      <!-- 560 -->\n      <g style=\"fill:#262626;\" transform=\"translate(32.647009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_27\">\n     <g id=\"text_27\">\n      <!-- 166 -->\n      <g style=\"fill:#262626;\" transform=\"translate(32.981809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_28\">\n     <g id=\"text_28\">\n      <!-- 973 -->\n      <g style=\"fill:#262626;\" transform=\"translate(33.316609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_29\">\n     <g id=\"text_29\">\n      <!-- 830 -->\n      <g style=\"fill:#262626;\" transform=\"translate(33.651409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_30\">\n     <g id=\"text_30\">\n      <!-- 568 -->\n      <g style=\"fill:#262626;\" transform=\"translate(33.986209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_31\">\n     <g id=\"text_31\">\n      <!-- 853 -->\n      <g style=\"fill:#262626;\" transform=\"translate(34.321009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_32\">\n     <g id=\"text_32\">\n      <!-- 440 -->\n      <g style=\"fill:#262626;\" transform=\"translate(34.655809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_33\">\n     <g id=\"text_33\">\n      <!-- 102 -->\n      <g style=\"fill:#262626;\" transform=\"translate(34.990609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_34\">\n     <g id=\"text_34\">\n      <!-- 189 -->\n      <g style=\"fill:#262626;\" transform=\"translate(35.325409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_35\">\n     <g id=\"text_35\">\n      <!-- 94 -->\n      <g style=\"fill:#262626;\" transform=\"translate(35.660209 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_36\">\n     <g id=\"text_36\">\n      <!-- 430 -->\n      <g style=\"fill:#262626;\" transform=\"translate(35.995009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_37\">\n  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<use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_40\">\n     <g id=\"text_40\">\n      <!-- 623 -->\n      <g style=\"fill:#262626;\" transform=\"translate(37.334209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_41\">\n     <g id=\"text_41\">\n      <!-- 924 -->\n      <g style=\"fill:#262626;\" transform=\"translate(37.669009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_42\">\n     <g id=\"text_42\">\n      <!-- 814 -->\n      <g style=\"fill:#262626;\" transform=\"translate(38.003809 257.217031)rotate(-90)scale(0.05 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xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_48\">\n     <g id=\"text_48\">\n      <!-- 875 -->\n      <g style=\"fill:#262626;\" transform=\"translate(40.012609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_49\">\n     <g id=\"text_49\">\n      <!-- 331 -->\n      <g style=\"fill:#262626;\" transform=\"translate(40.347409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_50\">\n     <g id=\"text_50\">\n      <!-- 927 -->\n      <g style=\"fill:#262626;\" transform=\"translate(40.682209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_51\">\n     <g id=\"text_51\">\n      <!-- 151 -->\n      <g style=\"fill:#262626;\" transform=\"translate(41.017009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_52\">\n     <g id=\"text_52\">\n      <!-- 752 -->\n      <g style=\"fill:#262626;\" transform=\"translate(41.351809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_53\">\n     <g id=\"text_53\">\n      <!-- 325 -->\n      <g style=\"fill:#262626;\" transform=\"translate(41.686609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_54\">\n     <g id=\"text_54\">\n      <!-- 701 -->\n      <g style=\"fill:#262626;\" transform=\"translate(42.021409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_55\">\n     <g id=\"text_55\">\n      <!-- 802 -->\n      <g style=\"fill:#262626;\" transform=\"translate(42.356209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_56\">\n     <g id=\"text_56\">\n      <!-- 337 -->\n      <g style=\"fill:#262626;\" transform=\"translate(42.691009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_57\">\n     <g id=\"text_57\">\n      <!-- 527 -->\n      <g style=\"fill:#262626;\" transform=\"translate(43.025809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_58\">\n     <g id=\"text_58\">\n      <!-- 969 -->\n      <g style=\"fill:#262626;\" transform=\"translate(43.360609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_59\">\n     <g id=\"text_59\">\n      <!-- 175 -->\n      <g style=\"fill:#262626;\" transform=\"translate(43.695409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_60\">\n     <g id=\"text_60\">\n      <!-- 443 -->\n      <g style=\"fill:#262626;\" transform=\"translate(44.030209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_61\">\n     <g id=\"text_61\">\n      <!-- 208 -->\n      <g style=\"fill:#262626;\" transform=\"translate(44.365009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_62\">\n     <g id=\"text_62\">\n      <!-- 682 -->\n      <g style=\"fill:#262626;\" transform=\"translate(44.699809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_63\">\n     <g id=\"text_63\">\n      <!-- 183 -->\n      <g style=\"fill:#262626;\" transform=\"translate(45.034609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_64\">\n     <g id=\"text_64\">\n      <!-- 55 -->\n      <g style=\"fill:#262626;\" transform=\"translate(45.369409 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_65\">\n     <g id=\"text_65\">\n      <!-- 684 -->\n      <g style=\"fill:#262626;\" transform=\"translate(45.704209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_66\">\n     <g id=\"text_66\">\n      <!-- 841 -->\n      <g style=\"fill:#262626;\" transform=\"translate(46.039009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_67\">\n     <g id=\"text_67\">\n      <!-- 958 -->\n      <g style=\"fill:#262626;\" transform=\"translate(46.373809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_68\">\n     <g id=\"text_68\">\n      <!-- 594 -->\n      <g style=\"fill:#262626;\" transform=\"translate(46.708609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_69\">\n     <g id=\"text_69\">\n      <!-- 45 -->\n      <g style=\"fill:#262626;\" transform=\"translate(47.043409 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_70\">\n     <g id=\"text_70\">\n      <!-- 454 -->\n      <g style=\"fill:#262626;\" transform=\"translate(47.378209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_71\">\n     <g id=\"text_71\">\n      <!-- 913 -->\n      <g style=\"fill:#262626;\" transform=\"translate(47.713009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_72\">\n     <g id=\"text_72\">\n      <!-- 541 -->\n      <g style=\"fill:#262626;\" transform=\"translate(48.047809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_73\">\n     <g id=\"text_73\">\n      <!-- 879 -->\n      <g style=\"fill:#262626;\" transform=\"translate(48.382609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_74\">\n     <g id=\"text_74\">\n      <!-- 559 -->\n      <g style=\"fill:#262626;\" transform=\"translate(48.717409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_75\">\n     <g id=\"text_75\">\n      <!-- 462 -->\n      <g style=\"fill:#262626;\" transform=\"translate(49.052209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_76\">\n     <g id=\"text_76\">\n      <!-- 95 -->\n      <g style=\"fill:#262626;\" transform=\"translate(49.387009 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_77\">\n     <g id=\"text_77\">\n      <!-- 472 -->\n      <g style=\"fill:#262626;\" transform=\"translate(49.721809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_78\">\n     <g id=\"text_78\">\n      <!-- 577 -->\n      <g style=\"fill:#262626;\" transform=\"translate(50.056609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_79\">\n     <g id=\"text_79\">\n      <!-- 920 -->\n      <g style=\"fill:#262626;\" transform=\"translate(50.391409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_80\">\n     <g id=\"text_80\">\n      <!-- 770 -->\n      <g style=\"fill:#262626;\" transform=\"translate(50.726209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_81\">\n     <g id=\"text_81\">\n      <!-- 446 -->\n      <g style=\"fill:#262626;\" transform=\"translate(51.061009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_82\">\n     <g id=\"text_82\">\n      <!-- 997 -->\n      <g style=\"fill:#262626;\" transform=\"translate(51.395809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_83\">\n     <g id=\"text_83\">\n      <!-- 707 -->\n      <g style=\"fill:#262626;\" transform=\"translate(51.730609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_84\">\n     <g id=\"text_84\">\n      <!-- 806 -->\n      <g style=\"fill:#262626;\" transform=\"translate(52.065409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_85\">\n     <g id=\"text_85\">\n      <!-- 888 -->\n      <g style=\"fill:#262626;\" transform=\"translate(52.400209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_86\">\n     <g id=\"text_86\">\n      <!-- 181 -->\n      <g style=\"fill:#262626;\" transform=\"translate(52.735009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_87\">\n     <g id=\"text_87\">\n      <!-- 661 -->\n      <g style=\"fill:#262626;\" transform=\"translate(53.069809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_88\">\n     <g id=\"text_88\">\n      <!-- 50 -->\n      <g style=\"fill:#262626;\" transform=\"translate(53.404609 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_89\">\n     <g id=\"text_89\">\n      <!-- 609 -->\n      <g style=\"fill:#262626;\" transform=\"translate(53.739409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_90\">\n     <g id=\"text_90\">\n      <!-- 659 -->\n      <g style=\"fill:#262626;\" transform=\"translate(54.074209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_91\">\n     <g id=\"text_91\">\n      <!-- 670 -->\n      <g style=\"fill:#262626;\" transform=\"translate(54.409009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_92\">\n     <g id=\"text_92\">\n      <!-- 346 -->\n      <g style=\"fill:#262626;\" transform=\"translate(54.743809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_93\">\n     <g id=\"text_93\">\n      <!-- 628 -->\n      <g style=\"fill:#262626;\" transform=\"translate(55.078609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_94\">\n     <g id=\"text_94\">\n      <!-- 894 -->\n      <g style=\"fill:#262626;\" transform=\"translate(55.413409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_95\">\n     <g id=\"text_95\">\n      <!-- 86 -->\n      <g style=\"fill:#262626;\" transform=\"translate(55.748209 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_96\">\n     <g id=\"text_96\">\n      <!-- 416 -->\n      <g style=\"fill:#262626;\" transform=\"translate(56.083009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_97\">\n     <g id=\"text_97\">\n      <!-- 746 -->\n      <g style=\"fill:#262626;\" transform=\"translate(56.417809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_98\">\n     <g id=\"text_98\">\n      <!-- 418 -->\n      <g style=\"fill:#262626;\" transform=\"translate(56.752609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_99\">\n     <g id=\"text_99\">\n      <!-- 606 -->\n      <g style=\"fill:#262626;\" transform=\"translate(57.087409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_100\">\n     <g id=\"text_100\">\n      <!-- 699 -->\n      <g style=\"fill:#262626;\" transform=\"translate(57.422209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_101\">\n     <g id=\"text_101\">\n      <!-- 517 -->\n      <g style=\"fill:#262626;\" transform=\"translate(57.757009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_102\">\n     <g id=\"text_102\">\n      <!-- 771 -->\n      <g style=\"fill:#262626;\" transform=\"translate(58.091809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_103\">\n     <g id=\"text_103\">\n      <!-- 447 -->\n      <g style=\"fill:#262626;\" transform=\"translate(58.426609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_104\">\n     <g id=\"text_104\">\n      <!-- 878 -->\n      <g style=\"fill:#262626;\" transform=\"translate(58.761409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_105\">\n     <g id=\"text_105\">\n      <!-- 74 -->\n      <g style=\"fill:#262626;\" transform=\"translate(59.096209 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_106\">\n     <g id=\"text_106\">\n      <!-- 754 -->\n      <g style=\"fill:#262626;\" transform=\"translate(59.431009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_107\">\n     <g id=\"text_107\">\n      <!-- 504 -->\n      <g style=\"fill:#262626;\" transform=\"translate(59.765809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_108\">\n     <g id=\"text_108\">\n      <!-- 855 -->\n      <g style=\"fill:#262626;\" transform=\"translate(60.100609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_109\">\n     <g id=\"text_109\">\n      <!-- 4 -->\n      <g style=\"fill:#262626;\" transform=\"translate(60.435409 251.656094)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_110\">\n     <g id=\"text_110\">\n      <!-- 637 -->\n      <g style=\"fill:#262626;\" transform=\"translate(60.770209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_111\">\n     <g id=\"text_111\">\n      <!-- 551 -->\n      <g style=\"fill:#262626;\" transform=\"translate(61.105009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_112\">\n     <g id=\"text_112\">\n      <!-- 956 -->\n      <g style=\"fill:#262626;\" transform=\"translate(61.439809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_113\">\n     <g id=\"text_113\">\n      <!-- 535 -->\n   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xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_116\">\n     <g id=\"text_116\">\n      <!-- 723 -->\n      <g style=\"fill:#262626;\" transform=\"translate(62.779009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_117\">\n     <g id=\"text_117\">\n      <!-- 891 -->\n      <g style=\"fill:#262626;\" transform=\"translate(63.113809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_118\">\n     <g id=\"text_118\">\n      <!-- 124 -->\n      <g style=\"fill:#262626;\" transform=\"translate(63.448609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_119\">\n     <g id=\"text_119\">\n      <!-- 537 -->\n      <g style=\"fill:#262626;\" transform=\"translate(63.783409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_120\">\n     <g id=\"text_120\">\n      <!-- 808 -->\n      <g style=\"fill:#262626;\" transform=\"translate(64.118209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_121\">\n     <g id=\"text_121\">\n      <!-- 186 -->\n      <g style=\"fill:#262626;\" transform=\"translate(64.453009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_122\">\n     <g id=\"text_122\">\n      <!-- 471 -->\n      <g style=\"fill:#262626;\" transform=\"translate(64.787809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_123\">\n     <g id=\"text_123\">\n      <!-- 836 -->\n      <g style=\"fill:#262626;\" transform=\"translate(65.122609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_124\">\n     <g id=\"text_124\">\n      <!-- 838 -->\n      <g style=\"fill:#262626;\" transform=\"translate(65.457409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_125\">\n     <g id=\"text_125\">\n      <!-- 223 -->\n      <g style=\"fill:#262626;\" transform=\"translate(65.792209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_126\">\n     <g id=\"text_126\">\n      <!-- 809 -->\n      <g style=\"fill:#262626;\" transform=\"translate(66.127009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_127\">\n     <g id=\"text_127\">\n      <!-- 456 -->\n      <g style=\"fill:#262626;\" transform=\"translate(66.461809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_128\">\n     <g id=\"text_128\">\n      <!-- 286 -->\n      <g style=\"fill:#262626;\" transform=\"translate(66.796609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_129\">\n     <g id=\"text_129\">\n      <!-- 734 -->\n      <g style=\"fill:#262626;\" transform=\"translate(67.131409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_130\">\n     <g id=\"text_130\">\n      <!-- 56 -->\n      <g style=\"fill:#262626;\" transform=\"translate(67.466209 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_131\">\n     <g id=\"text_131\">\n      <!-- 24 -->\n      <g style=\"fill:#262626;\" transform=\"translate(67.801009 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_132\">\n     <g id=\"text_132\">\n      <!-- 503 -->\n      <g style=\"fill:#262626;\" transform=\"translate(68.135809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_133\">\n     <g id=\"text_133\">\n      <!-- 9 -->\n      <g style=\"fill:#262626;\" transform=\"translate(68.470609 251.656094)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_134\">\n     <g id=\"text_134\">\n      <!-- 748 -->\n      <g style=\"fill:#262626;\" transform=\"translate(68.805409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_135\">\n     <g id=\"text_135\">\n      <!-- 8 -->\n      <g style=\"fill:#262626;\" transform=\"translate(69.140209 251.656094)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_136\">\n     <g id=\"text_136\">\n      <!-- 84 -->\n      <g style=\"fill:#262626;\" transform=\"translate(69.475009 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_137\">\n     <g id=\"text_137\">\n      <!-- 159 -->\n      <g style=\"fill:#262626;\" transform=\"translate(69.809809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_138\">\n     <g id=\"text_138\">\n      <!-- 233 -->\n      <g style=\"fill:#262626;\" transform=\"translate(70.144609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_139\">\n     <g id=\"text_139\">\n      <!-- 21 -->\n      <g style=\"fill:#262626;\" transform=\"translate(70.479409 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_140\">\n     <g id=\"text_140\">\n      <!-- 437 -->\n      <g style=\"fill:#262626;\" transform=\"translate(70.814209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_141\">\n     <g id=\"text_141\">\n      <!-- 811 -->\n      <g style=\"fill:#262626;\" transform=\"translate(71.149009 257.211563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.121094\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_142\">\n     <g id=\"text_142\">\n      <!-- 251 -->\n      <g style=\"fill:#262626;\" transform=\"translate(71.483809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_143\">\n     <g id=\"text_143\">\n      <!-- 270 -->\n      <g style=\"fill:#262626;\" transform=\"translate(71.818609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_144\">\n     <g id=\"text_144\">\n      <!-- 247 -->\n      <g style=\"fill:#262626;\" transform=\"translate(72.153409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_145\">\n     <g id=\"text_145\">\n      <!-- 499 -->\n      <g style=\"fill:#262626;\" transform=\"translate(72.488209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_146\">\n     <g id=\"text_146\">\n      <!-- 640 -->\n      <g style=\"fill:#262626;\" transform=\"translate(72.823009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_147\">\n     <g id=\"text_147\">\n      <!-- 834 -->\n      <g style=\"fill:#262626;\" transform=\"translate(73.157809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_148\">\n     <g id=\"text_148\">\n      <!-- 366 -->\n      <g style=\"fill:#262626;\" transform=\"translate(73.492609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_149\">\n     <g id=\"text_149\">\n      <!-- 726 -->\n      <g style=\"fill:#262626;\" transform=\"translate(73.827409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_150\">\n     <g id=\"text_150\">\n      <!-- 121 -->\n      <g style=\"fill:#262626;\" transform=\"translate(74.162209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_151\">\n     <g id=\"text_151\">\n      <!-- 122 -->\n      <g style=\"fill:#262626;\" transform=\"translate(74.497009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_152\">\n     <g id=\"text_152\">\n      <!-- 768 -->\n      <g style=\"fill:#262626;\" transform=\"translate(74.831809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_153\">\n     <g id=\"text_153\">\n      <!-- 340 -->\n      <g style=\"fill:#262626;\" transform=\"translate(75.166609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_154\">\n     <g id=\"text_154\">\n      <!-- 850 -->\n      <g style=\"fill:#262626;\" transform=\"translate(75.501409 257.217031)rotate(-90)scale(0.05 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transform=\"translate(76.505809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_158\">\n     <g id=\"text_158\">\n      <!-- 762 -->\n      <g style=\"fill:#262626;\" transform=\"translate(76.840609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_159\">\n     <g id=\"text_159\">\n      <!-- 928 -->\n      <g style=\"fill:#262626;\" transform=\"translate(77.175409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     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transform=\"translate(81.862609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_174\">\n     <g id=\"text_174\">\n      <!-- 313 -->\n      <g style=\"fill:#262626;\" transform=\"translate(82.197409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_175\">\n     <g id=\"text_175\">\n      <!-- 815 -->\n      <g style=\"fill:#262626;\" transform=\"translate(82.532209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     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transform=\"translate(85.545409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_185\">\n     <g id=\"text_185\">\n      <!-- 351 -->\n      <g style=\"fill:#262626;\" transform=\"translate(85.880209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_186\">\n     <g id=\"text_186\">\n      <!-- 177 -->\n      <g style=\"fill:#262626;\" transform=\"translate(86.215009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     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<use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_206\">\n     <g id=\"text_206\">\n      <!-- 996 -->\n      <g style=\"fill:#262626;\" transform=\"translate(92.911009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_207\">\n     <g id=\"text_207\">\n      <!-- 439 -->\n      <g style=\"fill:#262626;\" transform=\"translate(93.245809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_208\">\n     <g id=\"text_208\">\n      <!-- 650 -->\n      <g style=\"fill:#262626;\" transform=\"translate(93.580609 257.217031)rotate(-90)scale(0.05 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transform=\"translate(94.585009 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_212\">\n     <g id=\"text_212\">\n      <!-- 308 -->\n      <g style=\"fill:#262626;\" transform=\"translate(94.919809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_213\">\n     <g id=\"text_213\">\n      <!-- 356 -->\n      <g style=\"fill:#262626;\" transform=\"translate(95.254609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_214\">\n     <g id=\"text_214\">\n      <!-- 715 -->\n      <g style=\"fill:#262626;\" transform=\"translate(95.589409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_215\">\n     <g id=\"text_215\">\n      <!-- 376 -->\n      <g style=\"fill:#262626;\" transform=\"translate(95.924209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_216\">\n     <g id=\"text_216\">\n      <!-- 630 -->\n      <g style=\"fill:#262626;\" transform=\"translate(96.259009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_217\">\n     <g id=\"text_217\">\n      <!-- 68 -->\n      <g style=\"fill:#262626;\" transform=\"translate(96.593809 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_218\">\n     <g id=\"text_218\">\n      <!-- 619 -->\n      <g style=\"fill:#262626;\" transform=\"translate(96.928609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_219\">\n     <g id=\"text_219\">\n      <!-- 143 -->\n      <g style=\"fill:#262626;\" transform=\"translate(97.263409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_220\">\n     <g id=\"text_220\">\n      <!-- 153 -->\n      <g style=\"fill:#262626;\" transform=\"translate(97.598209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_221\">\n     <g id=\"text_221\">\n      <!-- 646 -->\n      <g style=\"fill:#262626;\" transform=\"translate(97.933009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_222\">\n     <g id=\"text_222\">\n      <!-- 737 -->\n      <g style=\"fill:#262626;\" transform=\"translate(98.267809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_223\">\n     <g id=\"text_223\">\n      <!-- 876 -->\n      <g style=\"fill:#262626;\" transform=\"translate(98.602609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_224\">\n     <g id=\"text_224\">\n      <!-- 583 -->\n      <g style=\"fill:#262626;\" transform=\"translate(98.937409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     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x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_228\">\n     <g id=\"text_228\">\n      <!-- 475 -->\n      <g style=\"fill:#262626;\" transform=\"translate(100.276609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_229\">\n     <g id=\"text_229\">\n      <!-- 556 -->\n      <g style=\"fill:#262626;\" transform=\"translate(100.611409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_230\">\n     <g id=\"text_230\">\n      <!-- 120 -->\n      <g style=\"fill:#262626;\" transform=\"translate(100.946209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_231\">\n     <g id=\"text_231\">\n      <!-- 221 -->\n      <g style=\"fill:#262626;\" transform=\"translate(101.281009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_232\">\n     <g id=\"text_232\">\n      <!-- 344 -->\n      <g style=\"fill:#262626;\" transform=\"translate(101.615809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     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x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_236\">\n     <g id=\"text_236\">\n      <!-- 14 -->\n      <g style=\"fill:#262626;\" transform=\"translate(102.955009 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_237\">\n     <g id=\"text_237\">\n      <!-- 585 -->\n      <g style=\"fill:#262626;\" transform=\"translate(103.289809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_238\">\n     <g id=\"text_238\">\n      <!-- 239 -->\n      <g style=\"fill:#262626;\" transform=\"translate(103.624609 257.217031)rotate(-90)scale(0.05 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id=\"text_241\">\n      <!-- 921 -->\n      <g style=\"fill:#262626;\" transform=\"translate(104.629009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_242\">\n     <g id=\"text_242\">\n      <!-- 966 -->\n      <g style=\"fill:#262626;\" transform=\"translate(104.963809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_243\">\n     <g id=\"text_243\">\n      <!-- 693 -->\n      <g style=\"fill:#262626;\" transform=\"translate(105.298609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_244\">\n     <g id=\"text_244\">\n      <!-- 936 -->\n      <g style=\"fill:#262626;\" transform=\"translate(105.633409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_245\">\n     <g id=\"text_245\">\n      <!-- 948 -->\n      <g style=\"fill:#262626;\" transform=\"translate(105.968209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_246\">\n     <g id=\"text_246\">\n      <!-- 638 -->\n      <g style=\"fill:#262626;\" transform=\"translate(106.303009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_247\">\n     <g id=\"text_247\">\n      <!-- 949 -->\n      <g style=\"fill:#262626;\" transform=\"translate(106.637809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_248\">\n     <g id=\"text_248\">\n      <!-- 605 -->\n      <g style=\"fill:#262626;\" transform=\"translate(106.972609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_249\">\n     <g id=\"text_249\">\n      <!-- 753 -->\n      <g style=\"fill:#262626;\" transform=\"translate(107.307409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_250\">\n     <g id=\"text_250\">\n      <!-- 469 -->\n      <g style=\"fill:#262626;\" transform=\"translate(107.642209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_251\">\n     <g id=\"text_251\">\n      <!-- 91 -->\n      <g style=\"fill:#262626;\" transform=\"translate(107.977009 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" 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transform=\"translate(109.985809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_258\">\n     <g id=\"text_258\">\n      <!-- 226 -->\n      <g style=\"fill:#262626;\" transform=\"translate(110.320609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_259\">\n     <g id=\"text_259\">\n      <!-- 859 -->\n      <g style=\"fill:#262626;\" transform=\"translate(110.655409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     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x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_263\">\n     <g id=\"text_263\">\n      <!-- 412 -->\n      <g style=\"fill:#262626;\" transform=\"translate(111.994609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_264\">\n     <g id=\"text_264\">\n      <!-- 886 -->\n      <g style=\"fill:#262626;\" transform=\"translate(112.329409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_265\">\n     <g id=\"text_265\">\n      <!-- 945 -->\n      <g style=\"fill:#262626;\" transform=\"translate(112.664209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_266\">\n     <g id=\"text_266\">\n      <!-- 350 -->\n      <g style=\"fill:#262626;\" transform=\"translate(112.999009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_267\">\n     <g id=\"text_267\">\n      <!-- 165 -->\n      <g style=\"fill:#262626;\" transform=\"translate(113.333809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     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<use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_274\">\n     <g id=\"text_274\">\n      <!-- 703 -->\n      <g style=\"fill:#262626;\" transform=\"translate(115.677409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_275\">\n     <g id=\"text_275\">\n      <!-- 52 -->\n      <g style=\"fill:#262626;\" transform=\"translate(116.012209 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_276\">\n     <g id=\"text_276\">\n      <!-- 161 -->\n      <g style=\"fill:#262626;\" transform=\"translate(116.347009 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id=\"xtick_279\">\n     <g id=\"text_279\">\n      <!-- 235 -->\n      <g style=\"fill:#262626;\" transform=\"translate(117.351409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_280\">\n     <g id=\"text_280\">\n      <!-- 284 -->\n      <g style=\"fill:#262626;\" transform=\"translate(117.686209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_281\">\n     <g id=\"text_281\">\n      <!-- 288 -->\n      <g style=\"fill:#262626;\" transform=\"translate(118.021009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_282\">\n     <g id=\"text_282\">\n      <!-- 953 -->\n      <g style=\"fill:#262626;\" transform=\"translate(118.355809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_283\">\n     <g id=\"text_283\">\n      <!-- 572 -->\n      <g style=\"fill:#262626;\" transform=\"translate(118.690609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_284\">\n     <g id=\"text_284\">\n      <!-- 989 -->\n      <g style=\"fill:#262626;\" transform=\"translate(119.025409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_285\">\n     <g id=\"text_285\">\n      <!-- 663 -->\n      <g style=\"fill:#262626;\" transform=\"translate(119.360209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_286\">\n     <g id=\"text_286\">\n      <!-- 877 -->\n      <g style=\"fill:#262626;\" transform=\"translate(119.695009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     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id=\"xtick_303\">\n     <g id=\"text_303\">\n      <!-- 63 -->\n      <g style=\"fill:#262626;\" transform=\"translate(125.386609 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_304\">\n     <g id=\"text_304\">\n      <!-- 324 -->\n      <g style=\"fill:#262626;\" transform=\"translate(125.721409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_305\">\n     <g id=\"text_305\">\n      <!-- 486 -->\n      <g style=\"fill:#262626;\" transform=\"translate(126.056209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_306\">\n     <g id=\"text_306\">\n      <!-- 360 -->\n      <g style=\"fill:#262626;\" transform=\"translate(126.391009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_307\">\n     <g id=\"text_307\">\n      <!-- 795 -->\n      <g style=\"fill:#262626;\" transform=\"translate(126.725809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_308\">\n     <g id=\"text_308\">\n      <!-- 217 -->\n      <g style=\"fill:#262626;\" transform=\"translate(127.060609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       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-->\n      <g style=\"fill:#262626;\" transform=\"translate(128.065009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_312\">\n     <g id=\"text_312\">\n      <!-- 690 -->\n      <g style=\"fill:#262626;\" transform=\"translate(128.399809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_313\">\n     <g id=\"text_313\">\n      <!-- 477 -->\n      <g style=\"fill:#262626;\" transform=\"translate(128.734609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_314\">\n     <g id=\"text_314\">\n      <!-- 843 -->\n      <g style=\"fill:#262626;\" transform=\"translate(129.069409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_315\">\n     <g id=\"text_315\">\n      <!-- 60 -->\n      <g style=\"fill:#262626;\" transform=\"translate(129.404209 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_316\">\n     <g id=\"text_316\">\n      <!-- 260 -->\n      <g style=\"fill:#262626;\" transform=\"translate(129.739009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_317\">\n     <g id=\"text_317\">\n      <!-- 698 -->\n      <g style=\"fill:#262626;\" transform=\"translate(130.073809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_318\">\n     <g id=\"text_318\">\n      <!-- 686 -->\n      <g style=\"fill:#262626;\" transform=\"translate(130.408609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_319\">\n     <g id=\"text_319\">\n      <!-- 171 -->\n      <g style=\"fill:#262626;\" transform=\"translate(130.743409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_320\">\n     <g id=\"text_320\">\n      <!-- 249 -->\n      <g style=\"fill:#262626;\" transform=\"translate(131.078209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_321\">\n     <g id=\"text_321\">\n      <!-- 869 -->\n      <g style=\"fill:#262626;\" transform=\"translate(131.413009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     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x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_325\">\n     <g id=\"text_325\">\n      <!-- 692 -->\n      <g style=\"fill:#262626;\" transform=\"translate(132.752209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_326\">\n     <g id=\"text_326\">\n      <!-- 856 -->\n      <g style=\"fill:#262626;\" transform=\"translate(133.087009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_327\">\n     <g id=\"text_327\">\n      <!-- 679 -->\n      <g style=\"fill:#262626;\" transform=\"translate(133.421809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_328\">\n     <g id=\"text_328\">\n      <!-- 289 -->\n      <g style=\"fill:#262626;\" transform=\"translate(133.756609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_329\">\n     <g id=\"text_329\">\n      <!-- 575 -->\n      <g style=\"fill:#262626;\" transform=\"translate(134.091409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     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x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_333\">\n     <g id=\"text_333\">\n      <!-- 36 -->\n      <g style=\"fill:#262626;\" transform=\"translate(135.430609 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_334\">\n     <g id=\"text_334\">\n      <!-- 138 -->\n      <g style=\"fill:#262626;\" transform=\"translate(135.765409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_335\">\n     <g id=\"text_335\">\n      <!-- 542 -->\n      <g style=\"fill:#262626;\" transform=\"translate(136.100209 257.217031)rotate(-90)scale(0.05 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transform=\"translate(137.104609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_339\">\n     <g id=\"text_339\">\n      <!-- 649 -->\n      <g style=\"fill:#262626;\" transform=\"translate(137.439409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_340\">\n     <g id=\"text_340\">\n      <!-- 833 -->\n      <g style=\"fill:#262626;\" transform=\"translate(137.774209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     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transform=\"translate(139.783009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_347\">\n     <g id=\"text_347\">\n      <!-- 147 -->\n      <g style=\"fill:#262626;\" transform=\"translate(140.117809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_348\">\n     <g id=\"text_348\">\n      <!-- 648 -->\n      <g style=\"fill:#262626;\" transform=\"translate(140.452609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     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x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_352\">\n     <g id=\"text_352\">\n      <!-- 718 -->\n      <g style=\"fill:#262626;\" transform=\"translate(141.791809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_353\">\n     <g id=\"text_353\">\n      <!-- 849 -->\n      <g style=\"fill:#262626;\" transform=\"translate(142.126609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_354\">\n     <g id=\"text_354\">\n      <!-- 361 -->\n      <g style=\"fill:#262626;\" transform=\"translate(142.461409 257.217031)rotate(-90)scale(0.05 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id=\"text_357\">\n      <!-- 652 -->\n      <g style=\"fill:#262626;\" transform=\"translate(143.465809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_358\">\n     <g id=\"text_358\">\n      <!-- 381 -->\n      <g style=\"fill:#262626;\" transform=\"translate(143.800609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_359\">\n     <g id=\"text_359\">\n      <!-- 42 -->\n      <g style=\"fill:#262626;\" transform=\"translate(144.135409 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n      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transform=\"translate(146.144209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_366\">\n     <g id=\"text_366\">\n      <!-- 283 -->\n      <g style=\"fill:#262626;\" transform=\"translate(146.479009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_367\">\n     <g id=\"text_367\">\n      <!-- 291 -->\n      <g style=\"fill:#262626;\" transform=\"translate(146.813809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     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<use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_374\">\n     <g id=\"text_374\">\n      <!-- 862 -->\n      <g style=\"fill:#262626;\" transform=\"translate(149.157409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_375\">\n     <g id=\"text_375\">\n      <!-- 546 -->\n      <g style=\"fill:#262626;\" transform=\"translate(149.492209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_376\">\n     <g id=\"text_376\">\n      <!-- 355 -->\n      <g style=\"fill:#262626;\" transform=\"translate(149.827009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_377\">\n     <g id=\"text_377\">\n      <!-- 550 -->\n      <g style=\"fill:#262626;\" transform=\"translate(150.161809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_378\">\n     <g id=\"text_378\">\n      <!-- 909 -->\n      <g style=\"fill:#262626;\" transform=\"translate(150.496609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     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transform=\"translate(153.509809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_388\">\n     <g id=\"text_388\">\n      <!-- 18 -->\n      <g style=\"fill:#262626;\" transform=\"translate(153.844609 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_389\">\n     <g id=\"text_389\">\n      <!-- 513 -->\n      <g style=\"fill:#262626;\" transform=\"translate(154.179409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_390\">\n     <g 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id=\"xtick_398\">\n     <g id=\"text_398\">\n      <!-- 532 -->\n      <g style=\"fill:#262626;\" transform=\"translate(157.192609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_399\">\n     <g id=\"text_399\">\n      <!-- 714 -->\n      <g style=\"fill:#262626;\" transform=\"translate(157.527409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_400\">\n     <g id=\"text_400\">\n      <!-- 295 -->\n      <g style=\"fill:#262626;\" transform=\"translate(157.862209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_401\">\n     <g id=\"text_401\">\n      <!-- 536 -->\n      <g style=\"fill:#262626;\" transform=\"translate(158.197009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_402\">\n     <g id=\"text_402\">\n      <!-- 112 -->\n      <g style=\"fill:#262626;\" transform=\"translate(158.531809 257.211563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.505859\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.121094\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_403\">\n     <g id=\"text_403\">\n      <!-- 315 -->\n      <g style=\"fill:#262626;\" transform=\"translate(158.866609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_404\">\n     <g id=\"text_404\">\n      <!-- 474 -->\n      <g style=\"fill:#262626;\" transform=\"translate(159.201409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_405\">\n     <g id=\"text_405\">\n      <!-- 580 -->\n      <g style=\"fill:#262626;\" transform=\"translate(159.536209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     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x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_409\">\n     <g id=\"text_409\">\n      <!-- 364 -->\n      <g style=\"fill:#262626;\" transform=\"translate(160.875409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_410\">\n     <g id=\"text_410\">\n      <!-- 769 -->\n      <g style=\"fill:#262626;\" transform=\"translate(161.210209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_411\">\n     <g id=\"text_411\">\n      <!-- 861 -->\n      <g style=\"fill:#262626;\" transform=\"translate(161.545009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_412\">\n     <g id=\"text_412\">\n      <!-- 398 -->\n      <g style=\"fill:#262626;\" transform=\"translate(161.879809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_413\">\n     <g id=\"text_413\">\n      <!-- 547 -->\n      <g style=\"fill:#262626;\" transform=\"translate(162.214609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     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x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_417\">\n     <g id=\"text_417\">\n      <!-- 383 -->\n      <g style=\"fill:#262626;\" transform=\"translate(163.553809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_418\">\n     <g id=\"text_418\">\n      <!-- 943 -->\n      <g style=\"fill:#262626;\" transform=\"translate(163.888609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_419\">\n     <g id=\"text_419\">\n      <!-- 64 -->\n      <g style=\"fill:#262626;\" transform=\"translate(164.223409 254.436563)rotate(-90)scale(0.05 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transform=\"translate(165.227809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_423\">\n     <g id=\"text_423\">\n      <!-- 831 -->\n      <g style=\"fill:#262626;\" transform=\"translate(165.562609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_424\">\n     <g id=\"text_424\">\n      <!-- 420 -->\n      <g style=\"fill:#262626;\" transform=\"translate(165.897409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     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transform=\"translate(167.906209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_431\">\n     <g id=\"text_431\">\n      <!-- 363 -->\n      <g style=\"fill:#262626;\" transform=\"translate(168.241009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_432\">\n     <g id=\"text_432\">\n      <!-- 635 -->\n      <g style=\"fill:#262626;\" transform=\"translate(168.575809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     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transform=\"translate(170.584609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_439\">\n     <g id=\"text_439\">\n      <!-- 196 -->\n      <g style=\"fill:#262626;\" transform=\"translate(170.919409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_440\">\n     <g id=\"text_440\">\n      <!-- 466 -->\n      <g style=\"fill:#262626;\" transform=\"translate(171.254209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     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x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_444\">\n     <g id=\"text_444\">\n      <!-- 971 -->\n      <g style=\"fill:#262626;\" transform=\"translate(172.593409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_445\">\n     <g id=\"text_445\">\n      <!-- 498 -->\n      <g style=\"fill:#262626;\" transform=\"translate(172.928209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_446\">\n     <g id=\"text_446\">\n      <!-- 867 -->\n      <g style=\"fill:#262626;\" transform=\"translate(173.263009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_447\">\n     <g id=\"text_447\">\n      <!-- 917 -->\n      <g style=\"fill:#262626;\" transform=\"translate(173.597809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_448\">\n     <g id=\"text_448\">\n      <!-- 194 -->\n      <g style=\"fill:#262626;\" transform=\"translate(173.932609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     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x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_452\">\n     <g id=\"text_452\">\n      <!-- 290 -->\n      <g style=\"fill:#262626;\" transform=\"translate(175.271809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_453\">\n     <g id=\"text_453\">\n      <!-- 657 -->\n      <g style=\"fill:#262626;\" transform=\"translate(175.606609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_454\">\n     <g id=\"text_454\">\n      <!-- 775 -->\n      <g style=\"fill:#262626;\" transform=\"translate(175.941409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_455\">\n     <g id=\"text_455\">\n      <!-- 12 -->\n      <g style=\"fill:#262626;\" transform=\"translate(176.276209 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_456\">\n     <g id=\"text_456\">\n      <!-- 589 -->\n      <g style=\"fill:#262626;\" transform=\"translate(176.611009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_457\">\n     <g 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transform=\"translate(179.624209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_466\">\n     <g id=\"text_466\">\n      <!-- 647 -->\n      <g style=\"fill:#262626;\" transform=\"translate(179.959009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_467\">\n     <g id=\"text_467\">\n      <!-- 256 -->\n      <g style=\"fill:#262626;\" transform=\"translate(180.293809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     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transform=\"translate(182.302609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_474\">\n     <g id=\"text_474\">\n      <!-- 269 -->\n      <g style=\"fill:#262626;\" transform=\"translate(182.637409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_475\">\n     <g id=\"text_475\">\n      <!-- 639 -->\n      <g style=\"fill:#262626;\" transform=\"translate(182.972209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     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transform=\"translate(186.989809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_488\">\n     <g id=\"text_488\">\n      <!-- 323 -->\n      <g style=\"fill:#262626;\" transform=\"translate(187.324609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_489\">\n     <g id=\"text_489\">\n      <!-- 601 -->\n      <g style=\"fill:#262626;\" transform=\"translate(187.659409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     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transform=\"translate(189.668209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_496\">\n     <g id=\"text_496\">\n      <!-- 890 -->\n      <g style=\"fill:#262626;\" transform=\"translate(190.003009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_497\">\n     <g id=\"text_497\">\n      <!-- 427 -->\n      <g style=\"fill:#262626;\" transform=\"translate(190.337809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     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transform=\"translate(192.346609 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_504\">\n     <g id=\"text_504\">\n      <!-- 255 -->\n      <g style=\"fill:#262626;\" transform=\"translate(192.681409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_505\">\n     <g id=\"text_505\">\n      <!-- 176 -->\n      <g style=\"fill:#262626;\" transform=\"translate(193.016209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_506\">\n     <g 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id=\"xtick_514\">\n     <g id=\"text_514\">\n      <!-- 851 -->\n      <g style=\"fill:#262626;\" transform=\"translate(196.029409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_515\">\n     <g id=\"text_515\">\n      <!-- 582 -->\n      <g style=\"fill:#262626;\" transform=\"translate(196.364209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_516\">\n     <g id=\"text_516\">\n      <!-- 745 -->\n      <g style=\"fill:#262626;\" transform=\"translate(196.699009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_517\">\n     <g id=\"text_517\">\n      <!-- 813 -->\n      <g style=\"fill:#262626;\" transform=\"translate(197.033809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_518\">\n     <g id=\"text_518\">\n      <!-- 38 -->\n      <g style=\"fill:#262626;\" transform=\"translate(197.368609 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_519\">\n     <g id=\"text_519\">\n      <!-- 522 -->\n      <g style=\"fill:#262626;\" transform=\"translate(197.703409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       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transform=\"translate(198.707809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_523\">\n     <g id=\"text_523\">\n      <!-- 625 -->\n      <g style=\"fill:#262626;\" transform=\"translate(199.042609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_524\">\n     <g id=\"text_524\">\n      <!-- 792 -->\n      <g style=\"fill:#262626;\" transform=\"translate(199.377409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     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id=\"text_533\">\n      <!-- 767 -->\n      <g style=\"fill:#262626;\" transform=\"translate(202.390609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_534\">\n     <g id=\"text_534\">\n      <!-- 976 -->\n      <g style=\"fill:#262626;\" transform=\"translate(202.725409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_535\">\n     <g id=\"text_535\">\n      <!-- 342 -->\n      <g style=\"fill:#262626;\" transform=\"translate(203.060209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n     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id=\"xtick_541\">\n     <g id=\"text_541\">\n      <!-- 524 -->\n      <g style=\"fill:#262626;\" transform=\"translate(205.069009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_542\">\n     <g id=\"text_542\">\n      <!-- 178 -->\n      <g style=\"fill:#262626;\" transform=\"translate(205.403809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_543\">\n     <g id=\"text_543\">\n      <!-- 27 -->\n      <g style=\"fill:#262626;\" transform=\"translate(205.738609 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_544\">\n     <g id=\"text_544\">\n      <!-- 273 -->\n      <g style=\"fill:#262626;\" transform=\"translate(206.073409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_545\">\n     <g id=\"text_545\">\n      <!-- 749 -->\n      <g style=\"fill:#262626;\" transform=\"translate(206.408209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_546\">\n     <g id=\"text_546\">\n      <!-- 415 -->\n      <g style=\"fill:#262626;\" transform=\"translate(206.743009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       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-->\n      <g style=\"fill:#262626;\" transform=\"translate(207.747409 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_550\">\n     <g id=\"text_550\">\n      <!-- 857 -->\n      <g style=\"fill:#262626;\" transform=\"translate(208.082209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_551\">\n     <g id=\"text_551\">\n      <!-- 521 -->\n      <g style=\"fill:#262626;\" transform=\"translate(208.417009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    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xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_555\">\n     <g id=\"text_555\">\n      <!-- 406 -->\n      <g style=\"fill:#262626;\" transform=\"translate(209.756209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_556\">\n     <g id=\"text_556\">\n      <!-- 320 -->\n      <g style=\"fill:#262626;\" transform=\"translate(210.091009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_557\">\n     <g id=\"text_557\">\n      <!-- 781 -->\n      <g style=\"fill:#262626;\" transform=\"translate(210.425809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_558\">\n     <g id=\"text_558\">\n      <!-- 113 -->\n      <g style=\"fill:#262626;\" transform=\"translate(210.760609 257.211563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.505859\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.121094\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_559\">\n     <g id=\"text_559\">\n      <!-- 317 -->\n      <g style=\"fill:#262626;\" transform=\"translate(211.095409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     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x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_563\">\n     <g id=\"text_563\">\n      <!-- 193 -->\n      <g style=\"fill:#262626;\" transform=\"translate(212.434609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_564\">\n     <g id=\"text_564\">\n      <!-- 391 -->\n      <g style=\"fill:#262626;\" transform=\"translate(212.769409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_565\">\n     <g id=\"text_565\">\n      <!-- 957 -->\n      <g style=\"fill:#262626;\" transform=\"translate(213.104209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_566\">\n     <g id=\"text_566\">\n      <!-- 618 -->\n      <g style=\"fill:#262626;\" transform=\"translate(213.439009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_567\">\n     <g id=\"text_567\">\n      <!-- 71 -->\n      <g style=\"fill:#262626;\" transform=\"translate(213.773809 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_568\">\n     <g 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xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_579\">\n     <g id=\"text_579\">\n      <!-- 321 -->\n      <g style=\"fill:#262626;\" transform=\"translate(217.791409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_580\">\n     <g id=\"text_580\">\n      <!-- 710 -->\n      <g style=\"fill:#262626;\" transform=\"translate(218.126209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_581\">\n     <g id=\"text_581\">\n      <!-- 435 -->\n      <g style=\"fill:#262626;\" transform=\"translate(218.461009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       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xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_587\">\n     <g id=\"text_587\">\n      <!-- 645 -->\n      <g style=\"fill:#262626;\" transform=\"translate(220.469809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_588\">\n     <g id=\"text_588\">\n      <!-- 390 -->\n      <g style=\"fill:#262626;\" transform=\"translate(220.804609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_589\">\n     <g id=\"text_589\">\n      <!-- 98 -->\n      <g style=\"fill:#262626;\" transform=\"translate(221.139409 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_590\">\n     <g id=\"text_590\">\n      <!-- 901 -->\n      <g style=\"fill:#262626;\" transform=\"translate(221.474209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_591\">\n     <g id=\"text_591\">\n      <!-- 385 -->\n      <g style=\"fill:#262626;\" transform=\"translate(221.809009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_592\">\n     <g id=\"text_592\">\n      <!-- 993 -->\n      <g style=\"fill:#262626;\" transform=\"translate(222.143809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_593\">\n     <g id=\"text_593\">\n      <!-- 49 -->\n      <g style=\"fill:#262626;\" transform=\"translate(222.478609 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_594\">\n     <g id=\"text_594\">\n      <!-- 333 -->\n      <g style=\"fill:#262626;\" transform=\"translate(222.813409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_595\">\n     <g 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transform=\"translate(225.826609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_604\">\n     <g id=\"text_604\">\n      <!-- 396 -->\n      <g style=\"fill:#262626;\" transform=\"translate(226.161409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_605\">\n     <g id=\"text_605\">\n      <!-- 959 -->\n      <g style=\"fill:#262626;\" transform=\"translate(226.496209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     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x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_609\">\n     <g id=\"text_609\">\n      <!-- 829 -->\n      <g style=\"fill:#262626;\" transform=\"translate(227.835409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_610\">\n     <g id=\"text_610\">\n      <!-- 442 -->\n      <g style=\"fill:#262626;\" transform=\"translate(228.170209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_611\">\n     <g id=\"text_611\">\n      <!-- 732 -->\n      <g style=\"fill:#262626;\" transform=\"translate(228.505009 257.217031)rotate(-90)scale(0.05 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xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_625\">\n     <g id=\"text_625\">\n      <!-- 301 -->\n      <g style=\"fill:#262626;\" transform=\"translate(233.192209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_626\">\n     <g id=\"text_626\">\n      <!-- 408 -->\n      <g style=\"fill:#262626;\" transform=\"translate(233.527009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_627\">\n     <g id=\"text_627\">\n      <!-- 823 -->\n      <g style=\"fill:#262626;\" transform=\"translate(233.861809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_628\">\n     <g id=\"text_628\">\n      <!-- 975 -->\n      <g style=\"fill:#262626;\" transform=\"translate(234.196609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_629\">\n     <g id=\"text_629\">\n      <!-- 72 -->\n      <g style=\"fill:#262626;\" transform=\"translate(234.531409 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_630\">\n     <g 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transform=\"translate(239.218609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_644\">\n     <g id=\"text_644\">\n      <!-- 34 -->\n      <g style=\"fill:#262626;\" transform=\"translate(239.553409 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_645\">\n     <g id=\"text_645\">\n      <!-- 950 -->\n      <g style=\"fill:#262626;\" transform=\"translate(239.888209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_646\">\n     <g 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xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_663\">\n     <g id=\"text_663\">\n      <!-- 13 -->\n      <g style=\"fill:#262626;\" transform=\"translate(245.914609 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_664\">\n     <g id=\"text_664\">\n      <!-- 482 -->\n      <g style=\"fill:#262626;\" transform=\"translate(246.249409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_665\">\n     <g id=\"text_665\">\n      <!-- 16 -->\n      <g style=\"fill:#262626;\" transform=\"translate(246.584209 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       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transform=\"translate(247.588609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_669\">\n     <g id=\"text_669\">\n      <!-- 111 -->\n      <g style=\"fill:#262626;\" transform=\"translate(247.923409 257.206094)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.505859\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.011719\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_670\">\n     <g id=\"text_670\">\n      <!-- 328 -->\n      <g style=\"fill:#262626;\" transform=\"translate(248.258209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     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x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_674\">\n     <g id=\"text_674\">\n      <!-- 933 -->\n      <g style=\"fill:#262626;\" transform=\"translate(249.597409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_675\">\n     <g id=\"text_675\">\n      <!-- 965 -->\n      <g style=\"fill:#262626;\" transform=\"translate(249.932209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_676\">\n     <g id=\"text_676\">\n      <!-- 520 -->\n      <g style=\"fill:#262626;\" transform=\"translate(250.267009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_677\">\n     <g id=\"text_677\">\n      <!-- 46 -->\n      <g style=\"fill:#262626;\" transform=\"translate(250.601809 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_678\">\n     <g id=\"text_678\">\n      <!-- 93 -->\n      <g style=\"fill:#262626;\" transform=\"translate(250.936609 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_679\">\n     <g id=\"text_679\">\n      <!-- 501 -->\n      <g style=\"fill:#262626;\" transform=\"translate(251.271409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_680\">\n     <g id=\"text_680\">\n      <!-- 634 -->\n      <g style=\"fill:#262626;\" transform=\"translate(251.606209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_681\">\n     <g id=\"text_681\">\n      <!-- 104 -->\n      <g style=\"fill:#262626;\" transform=\"translate(251.941009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_682\">\n     <g id=\"text_682\">\n      <!-- 206 -->\n      <g style=\"fill:#262626;\" transform=\"translate(252.275809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_683\">\n     <g id=\"text_683\">\n      <!-- 348 -->\n      <g style=\"fill:#262626;\" transform=\"translate(252.610609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_684\">\n     <g id=\"text_684\">\n      <!-- 755 -->\n      <g style=\"fill:#262626;\" transform=\"translate(252.945409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       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transform=\"translate(253.949809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_688\">\n     <g id=\"text_688\">\n      <!-- 961 -->\n      <g style=\"fill:#262626;\" transform=\"translate(254.284609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_689\">\n     <g id=\"text_689\">\n      <!-- 88 -->\n      <g style=\"fill:#262626;\" transform=\"translate(254.619409 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_690\">\n     <g id=\"text_690\">\n      <!-- 492 -->\n      <g style=\"fill:#262626;\" transform=\"translate(254.954209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_691\">\n     <g id=\"text_691\">\n      <!-- 791 -->\n      <g style=\"fill:#262626;\" transform=\"translate(255.289009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_692\">\n     <g id=\"text_692\">\n      <!-- 373 -->\n      <g style=\"fill:#262626;\" transform=\"translate(255.623809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n     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id=\"xtick_698\">\n     <g id=\"text_698\">\n      <!-- 705 -->\n      <g style=\"fill:#262626;\" transform=\"translate(257.632609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_699\">\n     <g id=\"text_699\">\n      <!-- 761 -->\n      <g style=\"fill:#262626;\" transform=\"translate(257.967409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_700\">\n     <g id=\"text_700\">\n      <!-- 73 -->\n      <g style=\"fill:#262626;\" transform=\"translate(258.302209 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_701\">\n     <g id=\"text_701\">\n      <!-- 117 -->\n      <g style=\"fill:#262626;\" transform=\"translate(258.637009 257.211563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.505859\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.121094\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_702\">\n     <g id=\"text_702\">\n      <!-- 627 -->\n      <g style=\"fill:#262626;\" transform=\"translate(258.971809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_703\">\n     <g id=\"text_703\">\n      <!-- 822 -->\n      <g style=\"fill:#262626;\" transform=\"translate(259.306609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_704\">\n     <g id=\"text_704\">\n      <!-- 370 -->\n      <g style=\"fill:#262626;\" transform=\"translate(259.641409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_705\">\n     <g id=\"text_705\">\n      <!-- 603 -->\n      <g style=\"fill:#262626;\" transform=\"translate(259.976209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_706\">\n     <g id=\"text_706\">\n      <!-- 268 -->\n      <g style=\"fill:#262626;\" transform=\"translate(260.311009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_707\">\n     <g id=\"text_707\">\n      <!-- 689 -->\n      <g style=\"fill:#262626;\" transform=\"translate(260.645809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_708\">\n     <g id=\"text_708\">\n      <!-- 564 -->\n      <g style=\"fill:#262626;\" transform=\"translate(260.980609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_709\">\n     <g id=\"text_709\">\n      <!-- 497 -->\n      <g style=\"fill:#262626;\" transform=\"translate(261.315409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_710\">\n     <g id=\"text_710\">\n      <!-- 529 -->\n      <g style=\"fill:#262626;\" transform=\"translate(261.650209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_711\">\n     <g id=\"text_711\">\n      <!-- 250 -->\n      <g style=\"fill:#262626;\" transform=\"translate(261.985009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_712\">\n     <g id=\"text_712\">\n      <!-- 487 -->\n      <g style=\"fill:#262626;\" transform=\"translate(262.319809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_713\">\n     <g id=\"text_713\">\n      <!-- 405 -->\n      <g style=\"fill:#262626;\" transform=\"translate(262.654609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_714\">\n     <g id=\"text_714\">\n      <!-- 555 -->\n      <g style=\"fill:#262626;\" transform=\"translate(262.989409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_715\">\n     <g id=\"text_715\">\n      <!-- 964 -->\n      <g style=\"fill:#262626;\" transform=\"translate(263.324209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_716\">\n     <g id=\"text_716\">\n      <!-- 287 -->\n      <g style=\"fill:#262626;\" transform=\"translate(263.659009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_717\">\n     <g id=\"text_717\">\n      <!-- 736 -->\n      <g style=\"fill:#262626;\" transform=\"translate(263.993809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_718\">\n     <g id=\"text_718\">\n      <!-- 292 -->\n      <g style=\"fill:#262626;\" transform=\"translate(264.328609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_719\">\n     <g id=\"text_719\">\n      <!-- 450 -->\n      <g style=\"fill:#262626;\" transform=\"translate(264.663409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_720\">\n     <g id=\"text_720\">\n      <!-- 2 -->\n      <g style=\"fill:#262626;\" transform=\"translate(264.998209 251.656094)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_721\">\n     <g id=\"text_721\">\n      <!-- 570 -->\n      <g style=\"fill:#262626;\" transform=\"translate(265.333009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_722\">\n     <g id=\"text_722\">\n      <!-- 905 -->\n      <g style=\"fill:#262626;\" transform=\"translate(265.667809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n     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982 -->\n      <g style=\"fill:#262626;\" transform=\"translate(266.672209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_726\">\n     <g id=\"text_726\">\n      <!-- 31 -->\n      <g style=\"fill:#262626;\" transform=\"translate(267.007009 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_727\">\n     <g id=\"text_727\">\n      <!-- 846 -->\n      <g style=\"fill:#262626;\" transform=\"translate(267.341809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n  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xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_731\">\n     <g id=\"text_731\">\n      <!-- 934 -->\n      <g style=\"fill:#262626;\" transform=\"translate(268.681009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_732\">\n     <g id=\"text_732\">\n      <!-- 297 -->\n      <g style=\"fill:#262626;\" transform=\"translate(269.015809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_733\">\n     <g id=\"text_733\">\n      <!-- 65 -->\n      <g style=\"fill:#262626;\" transform=\"translate(269.350609 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_734\">\n     <g id=\"text_734\">\n      <!-- 998 -->\n      <g style=\"fill:#262626;\" transform=\"translate(269.685409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_735\">\n     <g id=\"text_735\">\n      <!-- 62 -->\n      <g style=\"fill:#262626;\" transform=\"translate(270.020209 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_736\">\n     <g id=\"text_736\">\n      <!-- 675 -->\n      <g style=\"fill:#262626;\" transform=\"translate(270.355009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_737\">\n     <g id=\"text_737\">\n      <!-- 238 -->\n      <g style=\"fill:#262626;\" transform=\"translate(270.689809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_738\">\n     <g id=\"text_738\">\n      <!-- 617 -->\n      <g style=\"fill:#262626;\" transform=\"translate(271.024609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_739\">\n     <g id=\"text_739\">\n      <!-- 99 -->\n      <g style=\"fill:#262626;\" transform=\"translate(271.359409 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_740\">\n     <g id=\"text_740\">\n      <!-- 592 -->\n      <g style=\"fill:#262626;\" transform=\"translate(271.694209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_741\">\n     <g id=\"text_741\">\n      <!-- 510 -->\n      <g style=\"fill:#262626;\" transform=\"translate(272.029009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_742\">\n     <g id=\"text_742\">\n      <!-- 620 -->\n      <g style=\"fill:#262626;\" transform=\"translate(272.363809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_743\">\n     <g id=\"text_743\">\n      <!-- 999 -->\n      <g style=\"fill:#262626;\" transform=\"translate(272.698609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_744\">\n     <g id=\"text_744\">\n      <!-- 220 -->\n      <g style=\"fill:#262626;\" transform=\"translate(273.033409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_745\">\n     <g id=\"text_745\">\n      <!-- 818 -->\n      <g style=\"fill:#262626;\" transform=\"translate(273.368209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_746\">\n     <g id=\"text_746\">\n      <!-- 164 -->\n      <g style=\"fill:#262626;\" transform=\"translate(273.703009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     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x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_750\">\n     <g id=\"text_750\">\n      <!-- 883 -->\n      <g style=\"fill:#262626;\" transform=\"translate(275.042209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_751\">\n     <g id=\"text_751\">\n      <!-- 500 -->\n      <g style=\"fill:#262626;\" transform=\"translate(275.377009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_752\">\n     <g id=\"text_752\">\n      <!-- 119 -->\n      <g style=\"fill:#262626;\" transform=\"translate(275.711809 257.211563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.505859\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.121094\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_753\">\n     <g id=\"text_753\">\n      <!-- 275 -->\n      <g style=\"fill:#262626;\" transform=\"translate(276.046609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_754\">\n     <g id=\"text_754\">\n      <!-- 759 -->\n      <g style=\"fill:#262626;\" transform=\"translate(276.381409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     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x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_758\">\n     <g id=\"text_758\">\n      <!-- 947 -->\n      <g style=\"fill:#262626;\" transform=\"translate(277.720609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_759\">\n     <g id=\"text_759\">\n      <!-- 489 -->\n      <g style=\"fill:#262626;\" transform=\"translate(278.055409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_760\">\n     <g id=\"text_760\">\n      <!-- 29 -->\n      <g style=\"fill:#262626;\" transform=\"translate(278.390209 254.436563)rotate(-90)scale(0.05 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transform=\"translate(279.394609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_764\">\n     <g id=\"text_764\">\n      <!-- 89 -->\n      <g style=\"fill:#262626;\" transform=\"translate(279.729409 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_765\">\n     <g id=\"text_765\">\n      <!-- 59 -->\n      <g style=\"fill:#262626;\" transform=\"translate(280.064209 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_766\">\n     <g id=\"text_766\">\n      <!-- 735 -->\n      <g style=\"fill:#262626;\" transform=\"translate(280.399009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_767\">\n     <g id=\"text_767\">\n      <!-- 305 -->\n      <g style=\"fill:#262626;\" transform=\"translate(280.733809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_768\">\n     <g id=\"text_768\">\n      <!-- 827 -->\n      <g style=\"fill:#262626;\" transform=\"translate(281.068609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_769\">\n     <g id=\"text_769\">\n      <!-- 608 -->\n      <g style=\"fill:#262626;\" transform=\"translate(281.403409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_770\">\n     <g id=\"text_770\">\n      <!-- 101 -->\n      <g style=\"fill:#262626;\" transform=\"translate(281.738209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_771\">\n     <g id=\"text_771\">\n      <!-- 213 -->\n      <g style=\"fill:#262626;\" transform=\"translate(282.073009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_772\">\n     <g id=\"text_772\">\n      <!-- 892 -->\n      <g style=\"fill:#262626;\" transform=\"translate(282.407809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_773\">\n     <g id=\"text_773\">\n      <!-- 507 -->\n      <g style=\"fill:#262626;\" transform=\"translate(282.742609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_774\">\n     <g id=\"text_774\">\n      <!-- 607 -->\n      <g style=\"fill:#262626;\" transform=\"translate(283.077409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_775\">\n     <g id=\"text_775\">\n      <!-- 449 -->\n      <g style=\"fill:#262626;\" transform=\"translate(283.412209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_776\">\n     <g id=\"text_776\">\n      <!-- 847 -->\n      <g style=\"fill:#262626;\" transform=\"translate(283.747009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_777\">\n     <g id=\"text_777\">\n      <!-- 307 -->\n      <g style=\"fill:#262626;\" transform=\"translate(284.081809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_778\">\n     <g id=\"text_778\">\n      <!-- 508 -->\n      <g style=\"fill:#262626;\" transform=\"translate(284.416609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_779\">\n     <g id=\"text_779\">\n      <!-- 558 -->\n      <g style=\"fill:#262626;\" transform=\"translate(284.751409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_780\">\n     <g id=\"text_780\">\n      <!-- 1 -->\n      <g style=\"fill:#262626;\" transform=\"translate(285.086209 251.656094)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_781\">\n     <g id=\"text_781\">\n      <!-- 797 -->\n      <g style=\"fill:#262626;\" transform=\"translate(285.421009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_782\">\n     <g id=\"text_782\">\n      <!-- 455 -->\n      <g style=\"fill:#262626;\" transform=\"translate(285.755809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n     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465 -->\n      <g style=\"fill:#262626;\" transform=\"translate(286.760209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_786\">\n     <g id=\"text_786\">\n      <!-- 798 -->\n      <g style=\"fill:#262626;\" transform=\"translate(287.095009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_787\">\n     <g id=\"text_787\">\n      <!-- 538 -->\n      <g style=\"fill:#262626;\" transform=\"translate(287.429809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_788\">\n     <g id=\"text_788\">\n      <!-- 457 -->\n      <g style=\"fill:#262626;\" transform=\"translate(287.764609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_789\">\n     <g id=\"text_789\">\n      <!-- 6 -->\n      <g style=\"fill:#262626;\" transform=\"translate(288.099409 251.656094)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_790\">\n     <g id=\"text_790\">\n      <!-- 28 -->\n      <g style=\"fill:#262626;\" transform=\"translate(288.434209 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    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x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_794\">\n     <g id=\"text_794\">\n      <!-- 750 -->\n      <g style=\"fill:#262626;\" transform=\"translate(289.773409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_795\">\n     <g id=\"text_795\">\n      <!-- 872 -->\n      <g style=\"fill:#262626;\" transform=\"translate(290.108209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_796\">\n     <g id=\"text_796\">\n      <!-- 303 -->\n      <g style=\"fill:#262626;\" transform=\"translate(290.443009 257.217031)rotate(-90)scale(0.05 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id=\"xtick_807\">\n     <g id=\"text_807\">\n      <!-- 845 -->\n      <g style=\"fill:#262626;\" transform=\"translate(294.125809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_808\">\n     <g id=\"text_808\">\n      <!-- 114 -->\n      <g style=\"fill:#262626;\" transform=\"translate(294.460609 257.211563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.505859\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.121094\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_809\">\n     <g id=\"text_809\">\n      <!-- 141 -->\n      <g style=\"fill:#262626;\" transform=\"translate(294.795409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_810\">\n     <g id=\"text_810\">\n      <!-- 824 -->\n      <g style=\"fill:#262626;\" transform=\"translate(295.130209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_811\">\n     <g id=\"text_811\">\n      <!-- 180 -->\n      <g style=\"fill:#262626;\" transform=\"translate(295.465009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_812\">\n     <g id=\"text_812\">\n      <!-- 204 -->\n      <g style=\"fill:#262626;\" transform=\"translate(295.799809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_813\">\n     <g id=\"text_813\">\n      <!-- 702 -->\n      <g style=\"fill:#262626;\" transform=\"translate(296.134609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_814\">\n     <g id=\"text_814\">\n      <!-- 493 -->\n      <g style=\"fill:#262626;\" transform=\"translate(296.469409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     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<use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_821\">\n     <g id=\"text_821\">\n      <!-- 545 -->\n      <g style=\"fill:#262626;\" transform=\"translate(298.813009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_822\">\n     <g id=\"text_822\">\n      <!-- 740 -->\n      <g style=\"fill:#262626;\" transform=\"translate(299.147809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_823\">\n     <g id=\"text_823\">\n      <!-- 190 -->\n      <g style=\"fill:#262626;\" transform=\"translate(299.482609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_824\">\n     <g id=\"text_824\">\n      <!-- 952 -->\n      <g style=\"fill:#262626;\" transform=\"translate(299.817409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_825\">\n     <g id=\"text_825\">\n      <!-- 57 -->\n      <g style=\"fill:#262626;\" transform=\"translate(300.152209 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_826\">\n     <g id=\"text_826\">\n      <!-- 83 -->\n      <g style=\"fill:#262626;\" transform=\"translate(300.487009 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_827\">\n     <g id=\"text_827\">\n      <!-- 228 -->\n      <g style=\"fill:#262626;\" transform=\"translate(300.821809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_828\">\n     <g id=\"text_828\">\n      <!-- 353 -->\n      <g style=\"fill:#262626;\" transform=\"translate(301.156609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      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transform=\"translate(303.165409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_835\">\n     <g id=\"text_835\">\n      <!-- 974 -->\n      <g style=\"fill:#262626;\" transform=\"translate(303.500209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_836\">\n     <g id=\"text_836\">\n      <!-- 132 -->\n      <g style=\"fill:#262626;\" transform=\"translate(303.835009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     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x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_840\">\n     <g id=\"text_840\">\n      <!-- 760 -->\n      <g style=\"fill:#262626;\" transform=\"translate(305.174209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_841\">\n     <g id=\"text_841\">\n      <!-- 329 -->\n      <g style=\"fill:#262626;\" transform=\"translate(305.509009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_842\">\n     <g id=\"text_842\">\n      <!-- 687 -->\n      <g style=\"fill:#262626;\" transform=\"translate(305.843809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_843\">\n     <g id=\"text_843\">\n      <!-- 155 -->\n      <g style=\"fill:#262626;\" transform=\"translate(306.178609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_844\">\n     <g id=\"text_844\">\n      <!-- 142 -->\n      <g style=\"fill:#262626;\" transform=\"translate(306.513409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     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transform=\"translate(308.522209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_851\">\n     <g id=\"text_851\">\n      <!-- 794 -->\n      <g style=\"fill:#262626;\" transform=\"translate(308.857009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_852\">\n     <g id=\"text_852\">\n      <!-- 149 -->\n      <g style=\"fill:#262626;\" transform=\"translate(309.191809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     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x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_856\">\n     <g id=\"text_856\">\n      <!-- 150 -->\n      <g style=\"fill:#262626;\" transform=\"translate(310.531009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_857\">\n     <g id=\"text_857\">\n      <!-- 677 -->\n      <g style=\"fill:#262626;\" transform=\"translate(310.865809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_858\">\n     <g id=\"text_858\">\n      <!-- 32 -->\n      <g style=\"fill:#262626;\" transform=\"translate(311.200609 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_859\">\n     <g id=\"text_859\">\n      <!-- 923 -->\n      <g style=\"fill:#262626;\" transform=\"translate(311.535409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_860\">\n     <g id=\"text_860\">\n      <!-- 263 -->\n      <g style=\"fill:#262626;\" transform=\"translate(311.870209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_861\">\n     <g id=\"text_861\">\n      <!-- 352 -->\n      <g style=\"fill:#262626;\" transform=\"translate(312.205009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_862\">\n     <g id=\"text_862\">\n      <!-- 407 -->\n      <g style=\"fill:#262626;\" transform=\"translate(312.539809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_863\">\n     <g id=\"text_863\">\n      <!-- 480 -->\n      <g style=\"fill:#262626;\" transform=\"translate(312.874609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n     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transform=\"translate(314.883409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_870\">\n     <g id=\"text_870\">\n      <!-- 464 -->\n      <g style=\"fill:#262626;\" transform=\"translate(315.218209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_871\">\n     <g id=\"text_871\">\n      <!-- 593 -->\n      <g style=\"fill:#262626;\" transform=\"translate(315.553009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     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<use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_878\">\n     <g id=\"text_878\">\n      <!-- 667 -->\n      <g style=\"fill:#262626;\" transform=\"translate(317.896609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_879\">\n     <g id=\"text_879\">\n      <!-- 169 -->\n      <g style=\"fill:#262626;\" transform=\"translate(318.231409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_880\">\n     <g id=\"text_880\">\n      <!-- 844 -->\n      <g style=\"fill:#262626;\" transform=\"translate(318.566209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_881\">\n     <g id=\"text_881\">\n      <!-- 463 -->\n      <g style=\"fill:#262626;\" transform=\"translate(318.901009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_882\">\n     <g id=\"text_882\">\n      <!-- 865 -->\n      <g style=\"fill:#262626;\" transform=\"translate(319.235809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     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x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_886\">\n     <g id=\"text_886\">\n      <!-- 908 -->\n      <g style=\"fill:#262626;\" transform=\"translate(320.575009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_887\">\n     <g id=\"text_887\">\n      <!-- 441 -->\n      <g style=\"fill:#262626;\" transform=\"translate(320.909809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_888\">\n     <g id=\"text_888\">\n      <!-- 805 -->\n      <g style=\"fill:#262626;\" transform=\"translate(321.244609 257.217031)rotate(-90)scale(0.05 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id=\"xtick_902\">\n     <g id=\"text_902\">\n      <!-- 131 -->\n      <g style=\"fill:#262626;\" transform=\"translate(325.931809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_903\">\n     <g id=\"text_903\">\n      <!-- 882 -->\n      <g style=\"fill:#262626;\" transform=\"translate(326.266609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_904\">\n     <g id=\"text_904\">\n      <!-- 598 -->\n      <g style=\"fill:#262626;\" transform=\"translate(326.601409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_905\">\n     <g id=\"text_905\">\n      <!-- 700 -->\n      <g style=\"fill:#262626;\" transform=\"translate(326.936209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_906\">\n     <g id=\"text_906\">\n      <!-- 133 -->\n      <g style=\"fill:#262626;\" transform=\"translate(327.271009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_907\">\n     <g id=\"text_907\">\n      <!-- 858 -->\n      <g style=\"fill:#262626;\" transform=\"translate(327.605809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_908\">\n     <g id=\"text_908\">\n      <!-- 578 -->\n      <g style=\"fill:#262626;\" transform=\"translate(327.940609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_909\">\n     <g id=\"text_909\">\n      <!-- 610 -->\n      <g style=\"fill:#262626;\" transform=\"translate(328.275409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     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x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_913\">\n     <g id=\"text_913\">\n      <!-- 140 -->\n      <g style=\"fill:#262626;\" transform=\"translate(329.614609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_914\">\n     <g id=\"text_914\">\n      <!-- 421 -->\n      <g style=\"fill:#262626;\" transform=\"translate(329.949409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_915\">\n     <g id=\"text_915\">\n      <!-- 426 -->\n      <g style=\"fill:#262626;\" transform=\"translate(330.284209 257.217031)rotate(-90)scale(0.05 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id=\"text_918\">\n      <!-- 185 -->\n      <g style=\"fill:#262626;\" transform=\"translate(331.288609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_919\">\n     <g id=\"text_919\">\n      <!-- 468 -->\n      <g style=\"fill:#262626;\" transform=\"translate(331.623409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_920\">\n     <g id=\"text_920\">\n      <!-- 85 -->\n      <g style=\"fill:#262626;\" transform=\"translate(331.958209 254.436563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n      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257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_927\">\n     <g id=\"text_927\">\n      <!-- 708 -->\n      <g style=\"fill:#262626;\" transform=\"translate(334.301809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_928\">\n     <g id=\"text_928\">\n      <!-- 397 -->\n      <g style=\"fill:#262626;\" transform=\"translate(334.636609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_929\">\n     <g id=\"text_929\">\n      <!-- 615 -->\n      <g style=\"fill:#262626;\" transform=\"translate(334.971409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_930\">\n     <g id=\"text_930\">\n      <!-- 306 -->\n      <g style=\"fill:#262626;\" transform=\"translate(335.306209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_931\">\n     <g id=\"text_931\">\n      <!-- 476 -->\n      <g style=\"fill:#262626;\" transform=\"translate(335.641009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_932\">\n     <g id=\"text_932\">\n      <!-- 293 -->\n      <g style=\"fill:#262626;\" transform=\"translate(335.975809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_933\">\n     <g id=\"text_933\">\n      <!-- 478 -->\n      <g style=\"fill:#262626;\" transform=\"translate(336.310609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_934\">\n     <g id=\"text_934\">\n      <!-- 483 -->\n      <g style=\"fill:#262626;\" transform=\"translate(336.645409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_935\">\n     <g id=\"text_935\">\n      <!-- 130 -->\n      <g style=\"fill:#262626;\" transform=\"translate(336.980209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_936\">\n     <g id=\"text_936\">\n      <!-- 674 -->\n      <g style=\"fill:#262626;\" transform=\"translate(337.315009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     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transform=\"translate(339.323809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_943\">\n     <g id=\"text_943\">\n      <!-- 984 -->\n      <g style=\"fill:#262626;\" transform=\"translate(339.658609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_944\">\n     <g id=\"text_944\">\n      <!-- 509 -->\n      <g style=\"fill:#262626;\" transform=\"translate(339.993409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     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x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_948\">\n     <g id=\"text_948\">\n      <!-- 911 -->\n      <g style=\"fill:#262626;\" transform=\"translate(341.332609 257.211563)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.121094\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_949\">\n     <g id=\"text_949\">\n      <!-- 683 -->\n      <g style=\"fill:#262626;\" transform=\"translate(341.667409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_950\">\n     <g id=\"text_950\">\n      <!-- 642 -->\n      <g style=\"fill:#262626;\" transform=\"translate(342.002209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_951\">\n     <g id=\"text_951\">\n      <!-- 863 -->\n      <g style=\"fill:#262626;\" transform=\"translate(342.337009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_952\">\n     <g id=\"text_952\">\n      <!-- 327 -->\n      <g style=\"fill:#262626;\" transform=\"translate(342.671809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     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x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_956\">\n     <g id=\"text_956\">\n      <!-- 242 -->\n      <g style=\"fill:#262626;\" transform=\"translate(344.011009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_957\">\n     <g id=\"text_957\">\n      <!-- 897 -->\n      <g style=\"fill:#262626;\" transform=\"translate(344.345809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_958\">\n     <g id=\"text_958\">\n      <!-- 428 -->\n      <g style=\"fill:#262626;\" transform=\"translate(344.680609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_959\">\n     <g id=\"text_959\">\n      <!-- 731 -->\n      <g style=\"fill:#262626;\" transform=\"translate(345.015409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_960\">\n     <g id=\"text_960\">\n      <!-- 729 -->\n      <g style=\"fill:#262626;\" transform=\"translate(345.350209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     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x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_964\">\n     <g id=\"text_964\">\n      <!-- 852 -->\n      <g style=\"fill:#262626;\" transform=\"translate(346.689409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_965\">\n     <g id=\"text_965\">\n      <!-- 215 -->\n      <g style=\"fill:#262626;\" transform=\"translate(347.024209 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_966\">\n     <g id=\"text_966\">\n      <!-- 968 -->\n      <g style=\"fill:#262626;\" transform=\"translate(347.359009 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_967\">\n     <g id=\"text_967\">\n      <!-- 362 -->\n      <g style=\"fill:#262626;\" transform=\"translate(347.693809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_968\">\n     <g id=\"text_968\">\n      <!-- 392 -->\n      <g style=\"fill:#262626;\" transform=\"translate(348.028609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     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x=\"111.230469\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_972\">\n     <g id=\"text_972\">\n      <!-- 230 -->\n      <g style=\"fill:#262626;\" transform=\"translate(349.367809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_973\">\n     <g id=\"text_973\">\n      <!-- 942 -->\n      <g style=\"fill:#262626;\" transform=\"translate(349.702609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-57\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_974\">\n     <g id=\"text_974\">\n      <!-- 314 -->\n      <g style=\"fill:#262626;\" transform=\"translate(350.037409 257.217031)rotate(-90)scale(0.05 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id=\"text_977\">\n      <!-- 267 -->\n      <g style=\"fill:#262626;\" transform=\"translate(351.041809 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_978\">\n     <g id=\"text_978\">\n      <!-- 429 -->\n      <g style=\"fill:#262626;\" transform=\"translate(351.376609 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_979\">\n     <g id=\"text_979\">\n      <!-- 433 -->\n      <g style=\"fill:#262626;\" transform=\"translate(351.711409 257.217031)rotate(-90)scale(0.05 -0.05)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\n     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     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 14400x4320 with 0 Axes>"
     },
     "metadata": {}
    }
   ],
   "source": [
    "from scipy.cluster.hierarchy import linkage, dendrogram\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.preprocessing import normalize\n",
    "\n",
    "# Calculate the linkage: mergings\n",
    "mergings = linkage(df,method='complete')\n",
    "\n",
    "\n",
    "# Plot the dendrogram, using names as labels\n",
    "dendrogram(mergings)\n",
    "plt.title('Hierarchical Clustering')\n",
    "plt.figure(figsize=(200, 60))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "df = pd.read_csv(\"../../data/nigerian-songs.csv\")\n",
    "new_columns = ['acousticness', 'danceability']\n",
    "df = df.drop([c for c in df.columns if c not in new_columns], axis=1)\n",
    "from sklearn.cluster import KMeans\n",
    "kmeans = KMeans(n_clusters = 2)\n",
    "kmeans.fit(df)\n",
    "labels = kmeans.predict(df)\n",
    "plt.scatter(df['acousticness'],df['danceability'],c = labels)\n",
    "plt.xlabel('danceability')\n",
    "plt.xlabel('acousticness')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}